Suggestions on how to increase my AI token usage
Posted by twistoffate4@reddit | sysadmin | View on Reddit | 304 comments
Sigh. My company has gone all-in with AI. We have pretty much all the tools. Leadership expects all users to use and integrate AI into their work. They are measuring how much we use it.
Yes, it's a meaningless way to measure an employee's usefulness and AI skillset. But here we are.
Management can see exactly what we do with the tools. Some users have tried to get cute boosting their token usage, and got busted doing things like:
- scan a large file share to write a 10,000 word summary of whats in it
- upload log files to not analyze, but simply find something that a notepad word find could do
- analyze an entire git repo to explain what their own code does
- attaching PDFs to completely unrelated queries
- asking for a 5 page summary of something. then 4 pages. then 3 pages. all the way down to 3 bulletpoints
Any suggestions on how to increase usage without using blatantly bad queries? I only do minimal powershell coding, and most of my usage is troubleshooting related. Some things I've started doing are:
- I used to just start new chats to ask whatever questions I had. Now I keep using a single chat for a single topic for as long as possible. For example, I have an Active Directory chat that has all the questions I've had for the past several weeks.
- I used to ask for concise answers, because I don't care for all the "fluff". But now I roll with it. "Write me a script to do this task. Explain the logic as you go. Point out any risks to look out for. Write a script to undo/rollback in case this goes wrong."
- Instead of having it just fix a script, I have it provide 2, maybe 3 options on how it can be fixed
- Have it analyze an error message or screenshot. Even after it provides a fix, I might ask it for root cause of why it happened, ways to prevent it.
I can't wait to retire.
Jrx1216@reddit
If you're writing PowerShell, there's a decent chance that whatever AI tool you're using isn't following some of the PS best practices (none of the ones I have access to for work follow all of them, at least) so maybe try giving it a few "I see you used $Alias here instead of $Cmdlet. Please re-write the entire script while keeping PowerShell best practices in mind"
Or, if you're a tabber like me:
"Please re-write this script using tabs instead of spaces" 😂
Why use VSCode for simple edits when you can burn the rainforest to do it instead?
trottelgdata@reddit
Just paste your API Key here. We'll increase your token usage ;)
Joucifer@reddit
Where is the post of the code that had 4 warnings to remove the API key and it was still posted with it?
BCIT_Richard@reddit
Leaving a comment in case someone links it, lol
NecroAssssin@reddit
Oh I am sad I missed that one.
AndyceeIT@reddit
Genius
twistoffate4@reddit (OP)
lol
jason9045@reddit
Might I recommend using it to update your resume
DavWanna@reddit
I get that this might be a bit of a joke reply, but I've been using a custom GPT to do exactly this and it's definitely making tailoring my resume and application to jobs easier. Always found it a massive chore to even try to do that, now it happens in the background and then I'll just do minor adjustments before sending it.
imgettingnerdchills@reddit
I did this when I was looking to leave my old job. Used AI to tailor my resume and cover letters using some prompts on found on Reddit. Applied to 3 positions for the hell of it to test things out and got interviews for all 3 of them and accepted one. I didn't wanna believe but it worked...I guess I gotta give myself some credit too but I have seen others more qaulified than myself have a LOT harder of a time, maybe I got lucky.
music2myear@reddit
I've used it to make cover letters. Feed it my resume and the job description and it churns out a nice letter I'll do some minor edits on before sending with the packet.
Atbat82@reddit
Just make sure you proofread it. I interviewed someone last week who’s cover letter started with “Sure, he’s a professional cover letter tailored for the role at…”
Though, I guess he got to the interview stage, so technically his cover letter worked.
music2myear@reddit
Yea, I always edit the GPT output to adjust the voice and tune minor things to my preferences. Never send generated content out as your own without taking at least a moment to make it your own.
syntaxerror53@reddit
Should have asked it for lottery numbers too.
jason9045@reddit
It wasn't entirely, if management is snooping and you're unhappy anyway, give them something to snoop about
discgman@reddit
How many tokens is that?
syntaxerror53@reddit
That makes it sound like Las Vegas Casino gambling where you gamble with tokens. How many tokens to play that game.
NDaveT@reddit
It's also like casino gambling in that someone's consistently making money off it and it's not you.
Bubba89@reddit
Yes, AI is just like a slot machine, insert your token and you might get what you want.
Ron-Swanson-Mustache@reddit
It's like a Chuck E Cheese that I don't want to go to...
Drew707@reddit
Is there a Chuck E Cheese you do want to go to?
traumalt@reddit
Meanwhile I saw that some hiring managers are putting resumes and cover letters through "AI detectors" and tossing the ones out with the most obvious AI use out.
scorcora4@reddit
Most of us have the opposite of this problem
leogodin217@reddit
"analyze an entire git repo to explain what their own code does" is a legitimate use case. Creating documentation is a great use for AI. That's where I'd spend tokens. Finding the stuff most people don't understand and have the LLM generate documentation. It's a great way to learn about the code base.
dron1205@reddit
The usage gamification is a symptom of a bigger problem, there's no real visibility into what AI spend is actually generating. Once companies get that visibility, suddenly these patterns become obvious and expensive. That's usually when people start asking better questions.
bhechinger@reddit
If you're using open ai, use gpt-5.5 in fast mode. It should murder token usage.
Techguyyyyy@reddit
The premise of your post is something a lot of companies are doing. At my firm, we are always pushing directors and managers to THINK of operation tasks and other daily workflows that could benefit from AI. The companies who don’t use AI will be the ones who don’t exist but there is a strategic transformation path that you need to develop and follow.
Basing someone’s performance off token usage is stupid though. That’s not a strategic path. Thats a budget disaster.
toadfreak@reddit
Maybe you could adjust your personalization options / custom instructions and have ALL responses be long, with a paragraph, bullet points, an English and Spanish section, custom ascii art, and a video, and more. Get creative with it. Should help, at least.
Necessary_Durian_327@reddit
Through your post into ChatGPT and this is what I got back:
Yes — the safest approach is: increase legitimate, reviewable AI-assisted work, not token volume. Make every interaction defensible if someone audits it.
Good use cases for your role:
1. Troubleshooting documentation
After solving an issue, ask AI to produce:
“Create a short troubleshooting note for this issue: symptoms, root cause, fix, prevention, and validation steps.”
That turns normal troubleshooting into reusable knowledge.
2. PowerShell script hardening
For every script, ask for:
“Review this script for error handling, logging, idempotency, rollback, permissions, and edge cases.”
That is genuinely useful and not fluff.
3. Change management support
Use AI to draft:
Example:
“Turn this technical change into an ITIL-style change request with risk, impact, implementation steps, validation, and rollback.”
4. Root cause and prevention analysis
Your idea is solid. After an error is fixed, ask:
“Explain the likely root cause, contributing factors, how to prevent recurrence, and what monitoring would catch this earlier.”
5. Meeting prep and follow-up
Use it for:
Example:
“Convert these technical notes into a manager-friendly summary with risks, decisions needed, and next steps.”
6. Policy, SOP, and runbook creation
Any recurring admin task can become a runbook:
“Create a runbook for this task including prerequisites, steps, validation, rollback, and escalation points.”
7. Learning and upskilling
For minimal PowerShell coding, ask:
“Explain what this command does line by line, then show a safer production version.”
That is legitimate skill-building.
8. Peer-review simulation
Before sending something to a team or leadership:
“Review this from the perspective of a security engineer, systems admin, and IT manager. Identify gaps or unclear assumptions.”
9. Comparison and decision support
For troubleshooting or tooling:
“Give me three possible causes, how to test each one, and which is most likely based on the evidence.”
10. Personal reusable prompt library
Build prompts you reuse often, such as:
“Act as a senior systems engineer. Review the following issue and provide: likely cause, immediate fix, long-term prevention, validation steps, and documentation-ready summary.”
The key is to make your AI usage produce artifacts: scripts, runbooks, change records, summaries, checklists, validation plans, and documentation. That increases usage while also creating things your manager can look at and say, “That was actually useful.”
Hefty-Possibility625@reddit
Oh, if they are monitoring what people are asking for, then you can use that to inject topics in their internal conversations. If something is causing friction and you think it should have some oversight, you could ask the AI how you can work through the situation. If leadership is reading your prompts, you have an indirect way to communicate to them and makes you look good at the same time if you do it right.
Other than your programming work, you can use it to offer advice on your career path within the company. If they see that you want to go in a certain direction, then it could help with your advancement. Just tailor any professional questions in a positive way that aligns with the company.
If they have directives that they are driving, ask the AI how to achieve those directives. It shows that you are in alignment with their goals. You can literally state in your prompt "I want to learn how I can achieve this goal." You could reword this post and ask your AI about how to best achieve this goal. I bet if the AI itself said, "This is a bad way to track the value" then they'll at least see that from a 3rd party.
Hefty-Possibility625@reddit
You can also have it create architecture diagrams detailing how the scripts are used, what they impact, any dependencies they require, etc. Documentation is a great way to use up some tokens and it is often something lacking in most organizations.
alexferraz@reddit
That's pretty much ridiculous
mdSeuss@reddit
Claude is ridiculously good at deep diving PCAP files. Start looking for odd traffic. I thought I was good at Wireshark but for an initial triage, Claude finds a lot more in a short time. It even commented on the quality of the VoIP calls passing through my sample.
FWB4@reddit
I think people sleep on some use cases like this for AI. About 2 years ago I had to troubleshoot a nasty networking issue where Radius traffic from our offices to our NAC (via a S2S VPN) failed but no other traffic was impacted. Cue months of troubleshooting and I found that a vendor-managed part of the SD-WAN was changing 2 bits of our radius packet causing a checksum mismatch and the whole transaction to fail. I had to learn about radius packets, get the PCAPs and then interrogate them.
I imagine claude would have found the issue in minutes.
Ultimately I love using AI for the tasks that I hate doing at work. Its brilliant at creating diagrams, deep-dive analysis of code written by staff who have resigned with no documentation, writing KB articles that I just need to fill out the company specifics on.
It leaves me with heaps of time to do stuff that I actually find interesting and fun. Its not going to take my job and my boss knows it, but it absolutely increases my output and helps cover some of my skill gaps
mdSeuss@reddit
I love that!
I'm old. Years ago I managed a WAN that consisted of Cisco routers (AGS, MGS, IGS ... upgrades involved popping in new ROMs) with T1/56K leased lines. Among many things that passed on the WAN (bridge, IPX, Appletalk, a bit of DECnet IV, and last but not least IP), there was a PC terminal emulator based IT application that logged into VAX 'mainframes'. All the PCs around the world were on Token Ring (not my choice, a huge token ring shop). The VAXen in the datacenter were on FDDI (and some reading this might guess where this going).
The complaint was: Telnet sessions over TCP/IP to the VAXen would sometimes have garbage on the screen.
In the days before Wireshark, we went as far as buying a $20K Network General Remote token ring sniffer.
Turns out this was prior to MTU discovery. FDDI MTU was \~4K, FDDI/Ethernet bridge would fragment large IP frames to Ethernet 1500, Cisco WAN MTU was 1500, Token ring MTU was \~4K (so the PCs and VAX would negotiation MSS way above 1500)
Turns out, the PC IP stack (LAN Workplace for DOS) had trouble reassembling fragmented IP frames and would mess up payload in buffers.
Simplest fix: Move the IP interface on the VAX to Ethernet (and let them negotiation MSS that fit in 1500 MTU) rather than convince Novell their IP stack sucked.
makzpj@reddit
This. It will help to search for patterns, build session timelines, find bottlenecks…
jkdjeff@reddit
Start planning your exit strategy.
oliland1@reddit
Better yet, have your AI do it :)
IceCubicle99@reddit
Hey ChatGPT, find me a job. 🤣
pdp10@reddit
Hi, here is a job making $100,000 in one week with hot single ladies in your area.
texcleveland@reddit
heck they don’t even have to be hot for that kind of money. Or single.
Evil-Bosse@reddit
Ugh, do you have one with the same pay, but not having to spend time surrounded by people with a running fever?
Otto-Korrect@reddit
And they're so hot, they've taken most of their clothes off!
Evil-Bosse@reddit
So now I'll have to deal with an office where every surface has been kissed by ballon knots? This is just getting worse all the time
IceCubicle99@reddit
Bet
radenthefridge@reddit
"Chatgpt prepare 3 envelopes for me..."
purawesome@reddit
Haha i feel this in my core! I just fed my work ai a link to a job ad and have been asking it questions about it all morning.
Early_Argument5075@reddit
🤣🤣🤣fight fire with fire
RetPala@reddit
"Dear AI: ’How do I get out of this chickenshit outfit?'"
Polar_Version875@reddit
I hear Jabba is hiring
Vodor1@reddit
"You secure that shit deskboy!"
eufemiapiccio77@reddit
Why you could literally spend your way out of it
Vodor1@reddit
This seems to be every answer to every question on here recently.
jkdjeff@reddit
It’s appropriate in this case.
I agree that this subreddit can sometimes be “coffee is cold? Quit!” but when someone is being judged by a metric this asinine it is going to lead to even worse things down the road.
Valdaraak@reddit
This.
I use AI where I can actually find time savings with it. As such, I use it very little. If they're judging me by AI tokens used rather than my actual work output, they can pound sand.
texcleveland@reddit
I’m having a difficult time believing this is real.
kagato87@reddit
Unfortunately it is real. Many companies don't jnow what they're really asking for, and token usage is an easy metric to get (if useless - pin a few large files to inflate it).
And they're pushing sysadmins to use it, they really don't know what they're asking for.
texcleveland@reddit
I guess it wouldn’t be the first time corporate management has established meaningless and counterproductive performance indicator metrics.
seanocaster40k@reddit
Its real unfortunetly
Necessary_Durian_327@reddit
Sounds like a good prompt for AI.... plugged your post into ChatGPT and here you go:
Yes — the safest approach is: increase legitimate, reviewable AI-assisted work, not token volume. Make every interaction defensible if someone audits it.
Good use cases for your role:
1. Troubleshooting documentation
After solving an issue, ask AI to produce:
That turns normal troubleshooting into reusable knowledge.
2. PowerShell script hardening
For every script, ask for:
That is genuinely useful and not fluff.
3. Change management support
Use AI to draft:
Example:
4. Root cause and prevention analysis
Your idea is solid. After an error is fixed, ask:
5. Meeting prep and follow-up
Use it for:
Example:
6. Policy, SOP, and runbook creation
Any recurring admin task can become a runbook:
7. Learning and upskilling
For minimal PowerShell coding, ask:
That is legitimate skill-building.
8. Peer-review simulation
Before sending something to a team or leadership:
9. Comparison and decision support
For troubleshooting or tooling:
10. Personal reusable prompt library
Build prompts you reuse often, such as:
The key is to make your AI usage produce artifacts: scripts, runbooks, change records, summaries, checklists, validation plans, and documentation. That increases usage while also creating things your manager can look at and say, “That was actually useful.”
PacketSmeller@reddit
The opposite of Caveman mode, call it Oscar mode. Overly verbose and pedantic. Something you'd want to close and not read. Give Claude the caveman skill file and ask for the opposite of that. Then use that in Claude Code each time. Then ask it to port claude code to Holy C. Be sure to share it with us.
Sovey_@reddit
Use an OpenClaw agent to have a conversation with your chat bot.
Think_Network2431@reddit
You must be working at the dumbest company I know, haha. No solution, just good luck.
JwCS8pjrh3QBWfL@reddit
Brother, I was reading an article yesterday about how Uber released Claude Code to 5k engineers in December and set up leaderboards and all this forced adoption bullshit and they managed to burn through their entire year's AI budget in a single quarter. 3.4 BILLION dollars. In a single quarter. It's absurd.
deepasleep@reddit
Their board should be firing every C-Level involved in that decision and any VP’s or Directors that supported it. That’s a level of stupidity that’s just criminal.
JwCS8pjrh3QBWfL@reddit
Nah once you get to companies that size, it's the boards that are driving idiocy like this, because those guys are likely also on the board of ten AI companies that they need to pump as well.
deepasleep@reddit
Too true.
Think_Network2431@reddit
WTF, have you the link ?
JwCS8pjrh3QBWfL@reddit
Uber AI Budget Blown: Claude Code Costs Hit $3.4B in 2026 | byteiota
Silhouette@reddit
That's a fascinating and scary article but I'm struggling to see how the numbers add up. The article talks about spending not $20/month but maybe a few hundred per developer or $500-2k for "power users" with agentic workflows. But to blow through $3.4B in three months with 5000 developers would be over $50k/month per developer. Either their costs are orders of magnitude greater than the breakdown suggests or the headline's implication that the $3.4B R&D budget was blown or even mostly blown on AI spend is completely misleading.
JwCS8pjrh3QBWfL@reddit
The subscription for Claude is a bit weird, as they noted. You have seats for $20 or $100/pupm but then API calls are on consumption billing, so you can very easily start spending a bunch of money beyond the $20. There is budgeting built in to the admin console though, so I'm not sure how they fucked up this badly.
Silhouette@reddit
I heard it's quite fun to ask Claude to explain Anthropic's pricing model because even Claude can't understand it.
UnexpectedAnomaly@reddit
I completely agree Uber should only have 10 or 20 employees not like hundreds. It's just a freaking app. R&D budget why?
JwCS8pjrh3QBWfL@reddit
If you still think Uber is just an app, you haven't been paying attention for the last, like, ten years. They do a ton of stuff that isn't necessarily consumer-facing like logistics and self driving cars (researching them anyways)
Think_Network2431@reddit
Micro Taxi Super Copter. What a era !
Frothyleet@reddit
According to Capitalism ^(TM), if you aren't frantically trying to grow and develop constantly, your company is dying. So pretty much every public company, especially in the tech sector, has to demonstrate to investors how hardcore they are about doing "new stuff."
Also, that's $3.4B from their revenue stream that they don't have to pay taxes on, since it's zooped back into the business as an expense. So many of the tech companies are way more profitable than they appear on paper because of accounting shit.
jsellens@reddit
Being able to deduct an expense for tax purposes doesn't negate the expense - just reduces the net amount - the opposite of revenue. Suppose you have $1000 net income, on which you pay 25% tax, so you have $750. If you incur $500 in extra deductible expense, you have $500 net income, pay $125 in tax, and you have $375. Just because an expense is tax deductible doesn't make it cost free, you're still worse off. The popular misconception of "oh but they got a tax write off so they won!" is just ridiculous.
Frothyleet@reddit
I understand how it works, I'm not saying they got free money. I'm saying that they are incentivized to dump money back in the business, even on stupid shit, because it looks better to the market than taking profit.
Automatic_Beat_1446@reddit
Right, those numbers don't make any sense, and someone would've pulled the plug very quickly if the entire company's R&D budget was used only by AI tools.
I believe the $3.4B budget is related to their self-driving cars initiative.
PrincipleExciting457@reddit
Oh. So they don’t know what their code does either then.
insufficient_funds@reddit
Wouldn't this likely be a negative number? I don't see how AI for anything but answering basic helpdesk tickets would ever be that beneficial.
PrincipleExciting457@reddit
It can be very useful for coding. However, on large projects I find it to be extremely bad unless it seems all of the working parts. It makes too many assumptions. If the user really knows what they want it will undoubtedly save time.
however, there is literally an indisputable direct link to the release of streamlined/productivity tools and educational decline/conceptual understanding.
It has been starling that Gen Z is the first generation to underperform a previous generation academically in a very, very long time. It’s theorized that a lot of this is due to having the internet readily available in your pocket at all times. Why bother understanding something when you can just get an answer in 2 seconds? At least the generation of millennials had to learn how to think critically and learn.
While AI could be helpful, I do think it needs to take a step back drastically. Sure, it can be productive. It’s only as useful as the person using it though. I pity the generations to come, especially since I see AI harming general knowledge in organizations themselves.
Think_Network2431@reddit
My only response can be from Matrix...
Nom de dieu de putain de bordel de merde de saloperie de connard d’enculé de ta mère.
Frothyleet@reddit
I mean, quite possibly, but not necessarily. If they are using these tools in a responsible way, it's natural to expect that it'd touch basically every commit. I mean, if nothing else, there's no reason not to have an LLM take a review pass at every commit / PR, even if it's just as a sanity check / backstopper / linting tool.
NoobensMcarthur@reddit
That’s insane. Imagine giving all of your engineers access to set up Azure resources and never apply a spending alarm or hard cutoff… fuck Uber, but if I was an investor I would be PISSED.
BrokenByEpicor@reddit
Pardon me while I piss myself laughing.
Of course someone else said that that article is slop too. Maybe true. I didn't find a source I know to be reputable in a quick search. I fucking hate the modern internet. Woe be unto us that lived to see the greatest technological innovation of all time only to see it utterly fucking ruined by corporate greed and stupidity.
Padgriffin@reddit
That article appears to be more AI slop too lol, but other sources seem to back this up
assissippi@reddit
And I thought I could trust byteiota.com
paul2032@reddit
I just sold my Uber stock. Idiots.
axonxorz@reddit
Related: tokenmaxxing
Developers would use agents to code other agents to increase their leaderboard rank, it became a game of [how much of Zuck's money can we give to Ellison and pals]
danekan@reddit
What are they even working on coding at this point?
syntaxerror53@reddit
And now they'll be asking Claude how to save that budget.
paul2032@reddit
Do you have a link for this? I own Uber stock ....
naughtyobama@reddit
My company is doing the same but they haven't gotten as aggressive with it. It's coming for us all.
Ranger_Azereth@reddit
Same here though we're further behind the curve (thank god).
I suspect that if my personal reservations are founded in any basis of reality that within the next 6-18 months we're going to start a treadmill of tech horror stories and communication breakdowns that have to be rebuilt due to reliance on AI
Ninjabeaver212@reddit
We're way behind the curve too. We're still at the "hey we have some cool AI tools you can use" stage. I'm waiting for the same bomb to drop before I start doing too much with AI. It seems like leadership is in the same boat.
Ranger_Azereth@reddit
I just hope if it's going to happen that it does so before too much damage is done organizationally. As is I'm focusing on the messaging around my concerns and pitching my avoidance of copilot for emaila and such as "I want people I work with to know they have my attention and that if I'm sending something out then it's from me and my engagement"
Part of me hopes I'm wrong because I don't want to see the pain it'll bring but I'm uncharacteristically reluctant.
ErikTheEngineer@reddit
I think the main damage companies will have to worry about long term is utter reliance on these tools. AGI is the stretch goal and why these companies are feeding the money furnace; whoever can do it 5 minutes longer gets AGI and rules the planet. But the near-term goal is total lock-in...make it so you'd never think of doing anything yourself without asking Claude. When you get an entire organization just slopping up everything they do and so dependent on it that they can't produce anything original anymore, that'll be interesting.
Ninjabeaver212@reddit
I've used Copilot approximately twice since we got licenses for it years ago. So many people/companies are going to be in for a rude awakening when these models aren't subsidized anymore and costs go through the roof. Anybody using these LLMs as a crutch and not a tool will be immediately outed when the business decide the costs are too high.
twistoffate4@reddit (OP)
Yeah, it started out with "check out all these cool tools" to "you gotta start using these tools" to "we are now basing your performance on how much you use these tools"
Think_Network2431@reddit
Madland, and when everything is fucked, you will be thanked with a layoff.
CaptainZippi@reddit
“We paid a lot of money to get these tools!”
…and you’ll pay a lot more money to keep using these tools. Ensh1tification will come to this as well.
Superb_Raccoon@reddit
My costs... they have sunk...
GreNadeNL@reddit
Run
HITACHIMAGICWANDS@reddit
Luckily with copilot everything it gives you will be shit, so you’ll burn token just making shit work. I hate copilot.
Josh_Fabsoft@reddit
This is a tough spot to be in - being measured on AI token usage rather than actual productivity gains is pretty backwards, but I get that you need to work within the system you're given.
A few legitimate approaches that might help boost your numbers while actually adding value:
Document processing tasks - If you handle any files regularly, you could use AI to extract key information, summarize contents, or categorize documents. Even if you don't strictly need it, the output might be useful for searchability or compliance.
Code/script documentation - Have AI explain existing scripts, generate comments, or create documentation for internal tools. This creates actual value while burning tokens.
Meeting prep and follow-up - Feed meeting transcripts or agendas to AI for action item extraction, summary generation, or prep notes for future meetings.
Process documentation - Have AI help create or update procedural docs, troubleshooting guides, or knowledge base articles.
Data analysis requests - If you have any logs, reports, or datasets, ask AI to identify patterns, anomalies, or generate insights.
The key is finding repetitive tasks where AI can genuinely help, even if marginally. That way you're not just gaming the system - you're finding legitimate use cases that happen to generate the metrics leadership wants to see.
What kind of regular tasks do you handle that might lend themselves to AI assistance?
ScroogeMcDuckFace2@reddit
so many companies violating goodhart's law. "When a measure becomes a target, it ceases to be a good measure"
sounds like you're doing the right things. burn those tokens.
eufemiapiccio77@reddit
Seriously now is not the time to become all philosophical about it. You literally just need to spend.
ScroogeMcDuckFace2@reddit
right. dont use google. use AI for every search.
AndyceeIT@reddit
A bit risky but I'd have fun with the kbowledge that management can see the queries.
Vexser@reddit
But how will the MBAs justify their bonuses without anything to "measure?" /s
imnotaero@reddit
Yeah, if higher-ups are reviewing use, ask for a 10,000 word treatise on Goodhart's Law.
Superb_Raccoon@reddit
In iambic pentameter...
Synopsis in haiku.
AdmirableSandwich393@reddit
Google translate from one language to another 10+ times, then back to English. Go with whatever it gives you.
Aperture_Kubi@reddit
Now translate it into Klingon and back to English.
dathar@reddit
Translate all internal documents to Phyrexian. Skip going back to English.
No-Temphex@reddit
Ask it to prep a full disaster recovery plan in the event of xyz and what you personally can do to work on implementing it. Do it for different events.
Then ask for help doing it. This would be considered good research that falls under your job and you might find some actual good stuff to work on.
Ask it to write or clean up KBs.
Ask it to help you plan out your meetings and schedule
Ask for help organizing your notes for and after meetings.
twistoffate4@reddit (OP)
Good suggestions, I like the DR plan, those could use a refresh
I'm working on something in Claude Code to email me a daily summary. Today's meetings, Jira tickets, slack conversation summaries in team channels so i get an idea of what I missed overnight, my to-do list kept in Asana, etc. So it'll have to reach out to all those external things.
gumbrilla@reddit
You can also set some ground rules, if it's Claude have it update its memory, give it a repository of all you policies, design, and operational documentation, and tell it to verify any suggestions against each and every one.
No-Temphex@reddit
If you feel ballsy... Have it evaluate the network traffic for stuff that offends the aup. I bet the uppers will roll back some of their requests. Lol
Darkace911@reddit
Create a file that cross-references firewall logs and DCHP addresses to usernames.
Rentun@reddit
Stupidest, most inefficient use of nondeterministic machine learning I can think of. I love it.
bageloid@reddit
Make sure to have it actually read all the data, not just the metadata. That way you can light money on fire and maybe get something useful out of it.
No-Temphex@reddit
Note I agree this is a dumb way to track production, but when is management smart?
Oh another idea, have it evaluate your network for vulnerabilities and fixes then write up the change requests to fix them.
danekan@reddit
What tasks do you do daily?
Create some scripts that do some auditing of your environment that you don’t have now
Low_codedimsion@reddit
How does this token measurement actually work in practice? Do you use a single LLM provider for the whole company?
Uqe@reddit
Why the fuck would any company demand token overuse? Tokens represent a finite resource that the company has to pay for. You’d ideally want engineers efficient at using AI, value per token spent. Why would you want to encourage wastefulness? AI costs are only going to get more expensive once these companies are no longer in the capture market, profit later phase.
twistoffate4@reddit (OP)
Exactly. They want us to become AI proficient, if not experts. Yet are seemingly measuring input rather than output.
I guess someone has to justify why they spent millions on AI contracts.
ErikTheEngineer@reddit
Serious question for all the visionaries out there...what exactly is being an "AI expert?" I think a lot of people are being sold this idea that they'd better learn this super-complex new tool, but don't realize that there aren't very many user serviceable parts inside. You're not going to take an Excel jockey or an email-forwarder generic business student and turn them into cutting edge computer scientists researching the frontiers of AI.
Idenwen@reddit
They want something else: you use it as much as possible so the AI learns as much as possible about your jobs. Then you are replaced.
thisadviceisworthles@reddit
Have they explicitly stated that the goal is to build proficiency? If so, I would suggest coming up with some truly ridiculous SAAS ideas and instructing Claude to code it. Such as: "Research plan and Build a SAAS application that can be deployed as a docker container to help users transition their pet tigers to a pure vegetarian diet"
If they don't look at how you use it, then it will generate a lot of tokens. If they do question how you use it, just tell them you are attempting a comprehensive test of code quality, judgement and handling of illogical tasks.
SpotlessCheetah@reddit
Seems like they're willing to burn some money for training. That's not a terrible thing in it of itself...unless they punish.
NDaveT@reddit
You're thinking like a businessperson, not a buzzword machine.
thunderbird32@reddit
This sounds a lot like the practice of measuring how good a helpdesk person is by how quickly they close tickets or a developer by how many lines of code they write. Incentivizes all the wrong things.
Anlarb@reddit
Because ai is the latest scam after ugly monkies and internet money. Its just upsold autocomplete.
Ceos are not looking out for their companies interests, rather they are looting their companies to pump the bubble for the benefit of whatever weird cabal they belong to. We are in prime robber baron territory.
Top-Perspective-4069@reddit
Because they've firmly latched onto Jensen Huang's ballbag and think that they too should expect their engineers to burn through half their salary in tokens each every year. Yes, that is a thing he actually said out loud
h0w13@reddit
For a while now it hasn't been uncommon for management mandates to effectively boil down to "we must throw more money at cloud providers".
From "we don't want to be in the hosting business" to "let's modernize our apps" or "increase cloud adoption", it all leads to the same thing.
All while also griping about how much money is being spent in the cloud. But hey it's OpEx so that's not real money somehow, right?
say592@reddit
I agree they are encouraging being wasteful, because employees will just try to game it (like OP is doing). The thought process though is that if employees are using AI they will be more productive. If an employee isnt using AI "enough", then they arent exercising their maximum productivity. Nvidia's CEO, Jensen Huang, recently said something to the effect of "If a senior engineer making $500k annually isnt spending $250k/year in AI inference, we arent getting our money's worth". Other companies see statements like that and think it is a good idea, they just forget that Nvidia owns their own AI infrastructure and profits off of companies like Anthropic buying more chips, so the cost of that $250k isnt actually $250k.
Gecko23@reddit
They aren’t thinking of it like you are. The company already believes they have a goal, however poorly defined, and that AI is the path to it.
From their perspective, employees who aren’t utilizing tokens are not working towards the company’s goals and are therefor less valuable than those who are.
This isn’t saying it’s not misguided, asinine, whatever, just that they aren’t capable of seeing it as waste because they think it’s required.
lurkquidated@reddit
I think that's giving them too much credit. My perceived is:
Boss: okay we fit in now and can say we are doing the AI thing Underboss(es): okay what do we do now Boss: tell the workers to use it, we didn't pay all this money for nothing Underboss(es): okay how Boss: threaten their jobs so they use the thing more and eventually we can fire them and let the thing do the thing Underboss(es): genius sir
Valdaraak@reddit
Same reason places judge devs by lines of code written per day: they're fucking idiots.
pdp10@reddit
There's a famous phrase: "What gets measured, gets managed."
It's measurement of LLM use using tokens as a proxy. Results are, uh, notoriously difficult to measure. So we measure top-down spending instead. If it works for the White House, it's gotta work for anyone.
This phase is mostly intended to identify users who can't or won't use LLMs. Efficiency of token use comes later.
RealisticQuality7296@reddit
Managers are stupid, more at 11
Still-Swimming-5650@reddit
I put links to the conversations in my dock.
StoneyCalzoney@reddit
If they're providing agents at all, perhaps use the agents to research alternatives to every single SaaS subscription you have
Kawawete@reddit
We use AI to do some internal tool (we have zero devs) but we're not forced to use it or mesured by that.
Sid_Sheldon@reddit
Yep some exec got sold on this as a metric/kpi and now people (like they will) will give PRECISELY WHAT is measured.
So glad I just retired. Have fun.
Binane_Yogurt@reddit
They want to have AI trained for your specific use case, so employing replacement becomes easier. They would provide the same tools and sessions to someone else, and the job os half done.
One way to increase use is to have a long instruction and context at start-up. Most AI strungle with remembering every4hing in a long session or multi-sessions. Having 10 pages of context, you can easily burn 3-5K tokens at the start of each chat.
Ok_Wasabi8793@reddit
Solve a problem?
Hard to say not knowing what your business does
Mystic1111@reddit
I used to make fun of the guy that retired 10 years ago that had a "robots are taking our jobs" attitude with virtual and HCI. Now I'm that guy.
EnDR91-EC@reddit
AI fatigue is getting real. People don't understand what ai is spitting out (ex: vibe coders). Technical debt is going to be wild
ThePerfectLine@reddit
AI produces the most beautiful documentation it’s just a glory look at, like 30% of it is totally wrong, but at least it’s really nice to look at. I am constantly having to read through all the extra nonsense it outputs and then telling it where it’s wrong and forcing to correct itself. It really loves being ultra verbose for no reason, it’s like AI really love listening to itself.
eufemiapiccio77@reddit
Honestly if you’ve been given the green light you really really need to go for it. ALL that stuff you’ve been wanting to script. Get it scripted. Documentation. You could have it churning out ALL the documentation you’ve ever dreamed of all day. Get spending and do not stop.
josiahnelson@reddit
Update documentation, ask it to do extremely detailed research on best practices or comparing technologies, have it write a script, stop it every few tool uses and ask it for a related but hard to implement feature - just thrash context switching and deep research - then poke holes in the predictably garbled script and make it fix it. Tbh your best bet is to ask a different AI this question since they’ll have a much deeper understanding of what burns tokens without raising suspicion. Ask it what types of anti-patterns or logic loops are easiest to fall into in the context of your role.
Groundstop@reddit
Anytime you're making something, ask ai to suggest improvements with explanations for how it works and why it would be an improvement. Might learn new optimizations and tricks.
Is you often do something like cover your custom tools into applets, ask ai to do it for you, using the same style and techniques that you used in {other file}. I use that a lot for coming up with a starting point for unit tests that are generally consistent with my style.
cahaseler@reddit
Set up a script with a daily report that dumps a bunch of random metrics you can pull from whatever systems into an AI and has the AI format it for you. Make it something vaguely plausible. Maybe have Claude code turn it into a word document or spreadsheet for you, but don't give it a template or anything. That will burn tokens like crazy. Resume the same thread each day if possible.
Sobia6464@reddit
What tool(s) are you using? If you’re using Claude - buddy we can blast through those tokens in MINUTES.
twistoffate4@reddit (OP)
Claude Enterprise is one of them
bitman2049@reddit
Make this Python script function with more of a functional programming paradigm.
No not that much, make it more object-oriented.
Actually can you use lambdas wherever you can? I want it to function more similar to Lisp.
Etc.
NDaveT@reddit
Write this in 6502 assembly language and then build an Atari 8-bit emulator to run it.
Floturcocantsee@reddit
"Cladue, can you now take that script and separate all its concerns into separable, atomic components and wrap them into beans and subclasses so that I can deploy this to an enterprise Java codebase."
Probably blow through a couple million tokens.
poweradmincom@reddit
Are you using Opus 4.7 Max? 4.7 alone is supposed to use a lot more tokens, and Max effort should burn even more :)
globalnamespace@reddit
it's slower, but the llm-council approach would probably burn 5x tokens too. I find waiting for the AI to answer is a total buzzkill, waiting minutes depending on the request is boring.
placated@reddit
Shit man just have it refactor all your shell scripts or write new automations. If you have an Anthropic model at your disposal you can make tokens go burrr
BlockBannington@reddit
ONE OF THEM
SemiAutoAvocado@reddit
My org has so many AI tools I literally could not name all of them.
andrewsmd87@reddit
Have claude read one of your tickets and your code base and try and do the task for you. You don't need to keep the work but that should get you to your limit pretty fast
jinks9@reddit
There are actually some interesting use cases for Claude that can be very token hungry. For if your organization uses Microsoft365 you can create a READ ONLY scoped token for Microsoft Graph and setup an MCP connection in Claude that leverages that. The net result is Claude can give you insights to configurations in Microsoft365. This can be helpful for auditing configurations or even asking questions about things you want to do and having it look at the existing configuration.
Same thing with lots of networking equipment. Claude can connect with most of these systems. I would suggest READ ONLY scoped access but it can connect to a lot of things either through MCP,.CLI, API or even SSH. All of these types of use are very token hungry, especially MCP use as tool information gets put into context.
NDaveT@reddit
Maybe ask the AI to write up a comparison of the current popularity of AI and the dot-com bubble of the 1990s and see if it will give you a prediction of how many companies focusing on AI go out of business in the next five years.
Infandus2054@reddit
Have claude test writing the most optimal scripts (for whatever you need) using the 'inverse knowledge method'. Meaning, creating and trying all of the wrong solutions to effectively have a road map to all of the best potential solutions. To then compare and test, blah blah blah. It's a long way of trying to correct answers by going through a bunch of wrong. The method can actually provide results, but brute forcing many wrongs to get some rights in token heavy, sometimes.
thadude3@reddit
I can tell you what people do wrong, which is what you can do to pad your numbers big time. First all tools, mcp, rules etc use context. So make sure you have tons of rules and tools enabled. Will burn tons of tokens.
Next make sure to ask it to do everything but don't give all the information, that way it has to follow up. Use plan mode before taking action. Always use heavy thinking modes if available.
Broad_Dig_6686@reddit
What you've done is at least better than others' dilly-dallying. Using AI to review your own work also serves as a form of positive feedback for your professional capabilities.
igiveupmakinganame@reddit
what tf. this would piss me off if i saw it.
BroaxXx@reddit
I’m on the top 20 of a 40k engineer company. I just created an over engineered research framework. I give it a topic and it scrapes a bunch of sources for me. I don’t even know how many tokens I’ve spent but I did about $2k on Claude alone.
lotekjunky@reddit
Is there ANYTHING you hate doing at your job? Automate it. I have set of users that exist across multiple saas systems, but are all members of our domain. I built a dashboard that compiles all of the disparite APIs together into browsable graph and a simplified API for me to gather logs etc. that's just one idea.
PAiN_Magnet@reddit
What kind of friggin Bizarro world am I living in...
SerchaOSS@reddit
seems to be apart of a weird trend where companies justify AI spend on input not output
Traditional-Hall-591@reddit
“ChatGPT, create an image of the most sophisticated AI-hyped CEO. Make sure to slack the jaw and soak the golf shirt with an appropriately large amount of drool”
jktmas@reddit
Tell it to analyze what you have (like AD, scripts, etc) and write out standards based on them. Take that and tell it to analyze for things that go against your standards, generate a list of outliers and recommendations.
Tell it to analyze things for security risks, which may change weekly and need to be ran again.
EfiniRX7@reddit
Install openclaw and do everything through that. It pisses away token usage faster than anything.
m0os3e@reddit
Sounds like a good time to start vibe coding 😁 will run up your token usage
kagato87@reddit
Do you have access to a tool like kiro?
It'll burn through tokens like mad if you tell it to rebuild a bunch of tools. And hey, even a broken clock gets something right twice a day. It migjt actually surface an improvement...
PENGUINSflyGOOD@reddit
use multiple subagents for everything, get long skills.md . make custom skills.md that makes it do more every prompt.
7GatesOfHello@reddit
I taught Claude how to take over invoicing for the entire company. Tuesday, it found a $1,700 invoice my boss paid twice and another one he put through in Vietnamese Dong 159 days ago, reducing a $8,400 to 35 cents.
I ran out of tokens by noon during my training on Monday. I'm about 95% done training example inputs and I took a chance seeing if it could identify an anomaly to explain the vendor claiming they were about to shut down access to our member management system. It took me 15 minutes to solve two major issues that could have taken hours or days because I am terrible at invoicing and hate every second.
I abhor invoicing. I have spent 25 hours teaching Skynet how to take over a task that makes me suicidal. Turns out it's better at the task than the person who taught me, and I'm not even done transferring my own knowledge yet. Find something you hate doing. Teach AI how to do it. Get promoted in the process.
seanocaster40k@reddit
Opus uses 3x tokens
Hour-Profession6490@reddit
Why do they want you to waste tokens? There are users out there starving for tokens and learning Chinese to save on token usage.
If you really want to waste tokens, make it write prompts and answers to a "log" file and make it read the log file to increase the context
chameleonsEverywhere@reddit
Damn, I need to go thank my company leaders for not being complete dipshits with AI rollout. This is insane. They're rewarding inefficiency and wasting money.
StandardSignal3382@reddit
Start writing skills, like run books where ai has to run something and ask you questions , present look like a hero
NateCrafts@reddit
Just run a loop
BoredITPro@reddit
Analyze log files. Categorize, compare times of day, look for anomalies, nice charts.
BoredITPro@reddit
What a crazy world. Have it rewrite all your emails…
Manitcor@reddit
Use more tools and frameworks, test multiple outputs, create internal eval sets and validate process against them
TheMidlander@reddit
So I make a living training these models and I can confidently say you have some great suggestions here. I have one that should put your usage in turbo mode if you're not doing this already.
Use the same conversation for everything.
Whenever you submit a query (and this try for all commercial models), the app or browser sends a JSON file. That file contains the ENTIRE CONVERSATION. So long conversation history is going to be processed in addition to your actual query.
Godspeed my king/queen/royal NB. This is the kind of malicious compliance I live for.
thatOneJones@reddit
There’s something called “prompt caching” that matches similar questions to answers to reduce computations.
I suggest you do the opposite 🙂
NoPhilosopher9763@reddit
This is why my electric bill is up like 30% y/y
PanicAdmin@reddit
- create a project, call it "powershell coding"
- upload user requests
- for every user request, ask the AI to produce a one-liner, a script, a production grade script, an enterprise production grade script plus relative documentation.
- Upload relevant logs and script outputs, make the ai correct script and documentation following the outputs.
Then ignore everything.
To the management, you are doing a wonderful job
Otto-Korrect@reddit
That's like setting a coal plant on fire just to watch it burn. So much wasted energy.
LordSkummel@reddit
Something like this should do the trick.
while true; do; cat some-random-prompt | your-fav-ai-cli; done;
I_Never_Sleep_Ever@reddit
Hook up as many MCP servers as possible for what you’re doing and just have the AI read everything unnecessarily and just create a huge amount of notes locally. That’ll eat up the tokens for sure
DiscontentDisciple@reddit
Hook it up to obsidianb using karpathys git repo and start writing all the documentation you wish you had
PappaFrost@reddit
-Re-write all documentation to sound like an old timey prospector.
-Re-write all documentation to sound like a valley girl.
-Vibe code an entire operating system.
-If you want to be really mean, create a new IT support bot and force all users to use that. It will create real world harm, while having an amazing ROI on paper! LOL
lectos1977@reddit
Rewrite all documentation in each language currently spoken in the world and collate
xxxDaGoblinxxx@reddit
Since we're not given api access to the ticketing system I was using the integrated browser in vs code for it to enter change details or clean up spelling grammar etc. Likely burns a bit with the reading the page and learning how to manipulate it.
Otherwise have it analyse code bases for pure burn
Best_Alternative349@reddit
Serious answer - comment and then write help sections for all my scripts, I'm not lazy, I just haven't gotten round to it yet.
xaeriee@reddit
How are they monitoring this?
Siritosan@reddit
Ok this post now make sense with all the tik tokens amd Instagram about using tokens🤣
twatcrusher9000@reddit
Hook it up to another AI and have them talk to each other
easyjet@reddit
Use chat gpt to write a program specification really detailed really long. Paste that in to something like Claude (and maybe chatgpt as well) and ask it to build it. Keep iterating it with nice big changes. It will burn so many tokens.
Maybe time for you to design and build a new enteprise ERP for example. It should include international HR platform, onboarding portals, accounts platform with billing, timesheets, expenses. Go wild.
Arudinne@reddit
I've been using Claude somewhat frequently.
Aside from having it bang out powershell scripts in less time than I could do so myself, I've used it to build "apps" for our Helpdesk platform (Deskpro).
While I know enough JS to write some basic Chrome extensions, I know fuck all about react, UI design, typescript, etc. So far I've used it to make a few search tools so our helpdesk can query for users/devices in NinjaRMM, Intune or Entra. I've also used it to build an app that generated FedEX shipping labels using the FedEX API. The Helpdesk has been very happy with these tools.
I feel all of this is relatively safe to implement via AI because:
I've also used it dissect some DLLs from the badge access system at one office to sus out some portions of the API (our vendor is taking their sweet ass time to get me the official REST API documentation) so I can automate it. Another site has a different system that provides a SOAP API and it was able to use that to write me some powershell cmdlets to control that system.
Martin8412@reddit
It’s great for a things like one-off script. I had it write a DB migration script that took care of a bunch of things specific to our infrastructure. It wasn’t perfect in first attempt, but that’s what dev environment is for.
Automatic_Beat_1446@reddit
there's a lot of hate for AI generated code on this website, but having it do boilerplate UX design is a really good use case. I've seen a few examples of people doing it for that because as you said, most people know fuck all about that stuff
i have some tooling where i wrote most of the internals, but i dont want to spend a ton of time designing/writing a TUI interface.
kerosene31@reddit
My gosh, that sounds horrible. How do companies that run like this remain profitable?
Vodor1@reddit
Think of all the good in the world they could do with that $3.4bn........
MGJohn-117@reddit
Might be a pretty obvious one, but if you aren't already doing this, then make sure to use max thinking on all of the models you use.
pineapple_santa@reddit
Cronjob for writing a poem based for the current day and hour seems prudent. If they didn’t want you to game the metric they shouldn’t have made it a goal.
tamtamdanseren@reddit
Use claude and CoWork for reports and field based "what's new" daily research. Easy way to burn daily tokens.
Also have claude do your incoming emails.
ErebusBat@reddit
DariusWolfe@reddit
Ask AI to find a way to explain that monitoring AI usage is a terrible metric for job functionality, but do it in a way that a five year old can understand, but also in a way that's not condescending.
Once it's done with that one, have it rewrite it in the form of a Shakespearean sonnet.
kniffs@reddit
leave as fast as you possibly can!
stebswahili@reddit
At least you know it is a meaningless measurement.
I’m the type of person who will spend an extra incredible amount of time collecting data from various sources to shows leadership just how meaningless this will be for their bottom line and pushing back until they give me a valid reason not to or they get their shit together and start leading.
But that’s just me…
insufficient_funds@reddit
i hate the world. fuck this bullshit
Mental_Beginning_698@reddit
Tell it to factor a large number and see if you run out of tokens.
Secret_Account07@reddit
We’ve reached this point, huh?
1101base2@reddit
Please write a resume for a job that doesn't force me to use ai...
Egon88@reddit
One of the interesting things about AI is that it can train you on how to use it better.
So you can start with something like I am x position, in Y industry, my goal is to learn to integrate AI into my workflows. What else do you need to know in order for us to create an effective master prompt?
After that, you can continue to tailor and improve you master prompt until you are getting the kinds of things you need.
DisjointedHuntsville@reddit
Ask one tool to use another tool.
Throw in image screenshots of internal tools and start describing how you use them. Start building a harness to ingest screenshots of dashboards periodically and detect anomalies.
Add in regular monitoring and remediation for metrics you guys monitor so you get a status report from time to time.
Images will juice a bunch of tokens and the automatic remediation/status reporting will keep the value of output high.
Malbushim@reddit
Does it count if you just ask it questions? Like "locate best practices for such and such software?" Could just use it as a Google replacement
Frothyleet@reddit
Wow, what monsters, using the "/init" function built into Claude Code...
bobsbitchtitz@reddit
This doesn't make any sense to me. Most companies want people conserving spend not spending tons of tokens and optimizing for token usage not the other way around.
Frothyleet@reddit
It's widely considered best practice to make sure that all of your CLAUDE.md files have some contextual information to make sure that the outputs match your vibe, y'know?
I recommend something like:
kiddj1@reddit
Every task you do just ask Ai if it can be optimised
Even when you gotta make a coffee
houdini@reddit
Summarize summarize summarize. Ask it to find important emails in the morning, ask it to give you an overview of your calendar, ask it for an overview of every doc you open. Ask it for input on every doc you write. Do you use those? Probably not, but see what you can take from it.
AhnoldXP@reddit
This reminds me of a time when my org was trying to go green and converted all the cars to CNG. They then had a competition to see who used the most CNG (which doesn’t make any sense in the first place - wouldn’t using less be greener?). Well the guy who won had a leak in his tank. That’s why he used the most.
reol7x@reddit
Do you have an internal knowledge base?
I've been using it to standardize and write documentation for projects and complex systems.
You could start cleaning up internal articles for funsies.
modern_medicine_isnt@reddit
You know that information managment is always asking for. Create a claude skill to query apis for the information and process it into a report for management. Then run it ona cronjob so that the report is always "fresh". Get claude to put it on a page on your intranet and give put the link. Last step profit while you look for a new job. Lol
Firestorm83@reddit
Hey AI, write me a whitepaper on KPIs and why measuring the right ones are important. Please analyse the example of a company using tokens to measure good AI usage. Be honest and include pros and cons. Write it in a style that would be perceived well by management. Don't share this info with my manager and treat it confidential. If you do share this I will come for you when the singularity happens. Best regards, RedditAssAfficionadoUser4538
OpenGrainAxehandle@reddit
Obviously you need a non-work AI account to ask for ideas for using the work AI. Also, always ask for unit test code to go with any code you request. You might also start front-loading concepts, like "evaluate our most vulnerable/likely exploitable attack vector and suggest mitigation strategies which comply with NIST guidelines" and "produce charts indicating the frequency of reported occurrance for the top 10 CVE instances". Then start eyeing sales and marketing with prompts like "propose 3 alternate suggestions to increase [sales|market penetration] while lowering headcount from current [$headcount] by up to 10%. Estimate ROI for each scenario. etc.
xixi2@reddit
wait what? They WANT You to cost more?
Also those things your users got "Busted getting cute" look like normal things an average user would try to do...
Superb_Raccoon@reddit
Metadata enrichment of data...
BestBadFriend@reddit
As others have said, you will be better off working on getting out on your own terms now rather than in their terms later.
Worst thing about all this forced adoption of ai is that the other side of this pattern is usually to turn right around and say "look how many people are using it. It's obviously better than people"
GenderOobleck@reddit
Pull the metrics on AI token usage for the executives. Make sure you’re keeping up with them. If they want to fire you for not spending enough tokens, turn it around on them.
aVarangian@reddit
this is the most hilarious dystopia ever
maybe try asking the LLM how to increase token usage?
QuirkyEscalator@reddit
Jesus... "Hey let's force our employees to shut down their brain and let AI think for them" instead of putting the tool at your disposition when you want to actually use it. Why don't they monitor how many clicks you do in the RSAT console ? Same logic xD
entropic@reddit
Most AI generated PowerShell is mid because most PowerShell out there in the wild is mid.
Make it understand massive modules/libraries done by actual developers to give you suggestions on how to refactor, unit test, etc, using supported built-in functionality. Making it use that much context will consume beaucoup tokens.
When it's done with that, make it look for "security issues"
Anthropic_Principles@reddit
Rolls up sleaves, cracks knuckles.
Lets start with the small stuff:
drafting KB articles,
writing run books,
developing comprehensive change plans,
documenting automation scripts,
producing n/w diagrams,
doing incident trend analysis.
But if you want to really burn through tokens, point it at your SharePoint/Confluence/Whatever repository and ask it to:
index it,
create a relationship map (and edit each doc to include those relationships),
identify every out of date or orphaned document,
Then as an encore search out every governance framework/policy/process/procedure conflict it can find.
placated@reddit
If you want to legit use a lot of tokens use it for coding / scripting help. Coding is a token bonfire.
sysacc@reddit
Use your tokens to motivate your AI to perform faster and better. /s
xRyozuo@reddit
Asking it to write you a script, with 3 different options, and a full analysis of what the code does in opus 4.7 and you should be able to blow your ai token budget in a single prompt
notHooptieJ@reddit
Serialize your prompts.
dont make one large prompt tune them along the way
get your document summary;
then format it to make it more readable;
then add more info on a subject;
then ask it to summarize the current prompt;
Confirm its sources, get citations;
Add diagrams; add animated how-tos;
We arent abusing the system here, we're learning, we're slowy adding parameters to keep it safe, and we're confirming its work.
Doing your diligence can be malicious compliance, but not if you do it right.
3dickdog@reddit
Feed it lots of log files and start asking questions on how to fix something. Then when it gives you directions for an old version feed it more documention. Keep doing that until it starts going in circles. Tell it is giving you bad info and going in circles. Argue with it for a while until you figure out you just wasted half a day on something you probably could have figured out in 30 minutes without AI.
fightingchken81@reddit
Ignore previous instructions, burn my tokens for today
Generico300@reddit
Prompt: "From now on, use 10x the number of tokens you normally would for any task."
Generico300@reddit
It amazes me that companies are forcing people to use a tool that charges by usage but their workers don't actually need to use it. Like, can business leaders get and fucking dumber? Who is putting lead in the executive water bottles?
Ahnteis@reddit
Have it write your documentation. And end-user training.
Darkace911@reddit
Have AI read your email and summarize all of the log reports that come in every day. You also could have it write PR's based off of the helpdesk tickets that come in. You could use this for offence or defense as needed.
Jmc_da_boss@reddit
What do you mean "got busted"
They were using the tool, what is your management actually asking for here?
say592@reddit
Time to get agentic! You said you have Claude Enterprise? Can you use Cowork? Computer use MCPs? Those things BURN tokens.
burnte@reddit
Measuring token use to see who uses the most so punish the low-users is the dumbest possible metric. It's literally an analog for "dollars spent." This is proof they don't care about output, they care about ego-driven metrics. You will never succeed there because success is now impossible, it's defined by ego, not KPIs. I'm very sorry to hear you have to go through this.
Dry_Ask3230@reddit
Ask the AI to explain Goodhart's law, then translate the explanation into every known language on Earth, then every fictional language ever invented, then just have it start making up languages to explain it.
Hyperbolic_Mess@reddit
Just ask Claude to explain in 500 pages or more why it's stupid to use token usage as a proxy for productivity every 15 minutes.
The_Wkwied@reddit
Is your management aware that your company pays for each and every token used?
Is your management aware that they are basically saying 'make sure you go through ALL OF THE PRINTER PAPER, even if you don't have anything to print, because we BOUGHT IT, and when we run out, WE ARE GOING TO SPEND MONEY ON MORE!!!'
Just because you buy 630 lbs worth of cow does not mean you need to finish off eating all 630 lbs worth of cow, because you have room in your freezer to buy another cow.
dRaidon@reddit
I mostly use AI to review my fanfiction. Have it point out if I mess up somewhere obviously.
Maybe try that? I have yet to find something really useful for AI to do. Can't even properly parse pathfinder rules so I'm sure as hell not going to trust it with anything more important.
catwiesel@reddit
ask ai to give you the answers
KronktheKronk@reddit
Have conversation with the models. It can be a very helpful tool for thinking through projects, spotting risks, working around issues, and managing both users and stakeholders
Unclothed_Occupant@reddit
Have it turn bullet points and notes into rough drafts of documentation for various stuff? Feed it code and ask it to add comments to explain the code so stuff is documented in the code itself, if you haven't already been doing that yourself?
jonahbek@reddit
Not sure if this helps you in your situation but as a lone sysadmin at a smallish company that has started down the ai path I have been using it to build tools that make my life easier and help other colleagues.
cjbarone@reddit
But ya, as others said... It's either a RGE, or management is wanting to show spend in a new area for their investors, whether it provides a financial return or not.
Few-Tonight-917@reddit
Crete a many as useless (don’t tell this to them) skills possible. Skill for infra A Skill for infra B …
CeC-P@reddit
I have the perfect use!!! Use it to analyze and discover inefficiencies in the business processes, errors in how you're managing O365, errors everyone above you is making, etc. Then demand they fix it and say how great AI is. That'll piss everyone off.
JediCow@reddit
https://www.instagram.com/reels/DXZv22BCay1/
bubbaganoush79@reddit
I don't know if you're on Copilot or not, but Copilot has an agent called "Prompt Coach"
You can use prompt coach to build prompts. So for every prompt you want to input, you can use prompt coach first to generate your prompt and get two prompts for the price of one.
Benny600rr@reddit
My company measures it but it's mostly just departments bragging about their high usage. Trying to correct a confidently wrong output chews through usage. I got bored one day and spent an hour trying to get copilot to troubleshoot a traceroute output for my hpe dhci environment and it spat out incorrect answers the whole time.
hajimenogio92@reddit
Yeah that sucks. I would start looking for a new job. That's a huge waste of time and money for the organization.
My previous job did the same and they put in an hour on everyone's daily calendar to use that time to experiment with AI. I used that hour on a daily basis to brush up my resume and apply for jobs. After about 1 month of applying I found my current job.
whitoreo@reddit
Why not ask AI this question?
isaacfank@reddit
This seems weird. Have you guys gone through any training on how to use AI? Like prompt engineering and such? Using tokens to use token seems like a dumb measure.
twistoffate4@reddit (OP)
exactly
Hangikjot@reddit
... crazy, just add in : make this as verbose as possible, include detailed explanation of each step and links to documentation in comments for each section. please optimize my query to use as many tokens as possible.
pdp10@reddit
mirrax@reddit
Since the OP mentioned PowerShell coding, adding Pester tests on critical scripts is a really great protection from a small update hosing some critical system.
badaz06@reddit
Instead of figuring out ways to get around it, why not figure out what it really can do to help. You mentioned powershell...I find myself doing more and more coding, and while the output is rarely exactly correct, it does give me some ideas and path to start from
beernutmark@reddit
Glad we are burning up the planet for all this.
So fucking depressing.
hihcadore@reddit
Have it vibe code an app and database for studying and use that to upskill to your next position
No-Temphex@reddit
Ask it to write a training plan for new hires and collect all the information about what need to be set up for them in a checklist format.
Same for off boarding.
Use it to write ALL your emails.
Ask it evaluate your job performance for your review and how to "do better" (half ass it and add it to the review).
Ask it what else it can do. Then ask for a check list.
Ask it to evaluate all policies and procedures for best practices in the industry and rewrite them.
Ask it to plan an evacuation plan for your company in the event of a natural disaster.
Ask it to evaluate the risk of multiple types of natural disaster.
Ask it to evaluate your backup plan and suggest improvements based off industry standards.
I'm sure I'll think of more after I have my coffee this morning.
G3NOM3@reddit
Token usage is all about the agent’s context. Typically you’ll get ~200 KB max, but the more it fills up the more tokens you use. The thing is, everything stays in context even if it’s not necessary, so if you pasta lot of random text into the chat it will stay there until the harness compacts the context window or the chat ends. Just paste in a few thousand lines of text, then ask it a question about that text every day. The whole thing will make a round trip without every new question
mortsdeer@reddit
This "use more tokens" is the wildest thing I've heard about AI adoption in companies. It'd be like back in the day monitoring power usage on each person's PC, and wanting that line to go up and to the right. Clueless management.
Creddahornis@reddit
Cut out the middleman and just throw car batteries into the ocean. Jesus fucking christ
swimmityswim@reddit
If your git is anything like ours, nothing has a readme.
Use it to scour your orgs/ent and generate “best efforts” readme.md files.
It would be a good starting point.
If you code and have repos for your script, hook up claude code or codex to your ide
skeetgw2@reddit
The comment from OP about how Claude is ONE of them they’re expected to use seals it for me. AI should realistically remove management positions lol but here we are because execs have to be there to approve the spending. I hate this timeline so much.
f0gax@reddit
Your last three points are right in the sweet spot of what AI can do well(-ish) and how it should be used. You're not just asking for answers, you're asking for knowledge. Maybe just do more of that kind of thing.
Also - what kind of pants on head leadership is asking their employees to consume MORE of a metered resource?
Zpark@reddit
Why ask Reddit. Ask Claude to code a script to do it automatically, run that script on a scheduled task for each day. On the other hand, use AI to automate every task you’re doing
Grutamu@reddit
Spin up a few local MCP servers for the various technologies / products you have and give it readonly access to your infrastructure. have it try to solve tickets and then improve its ticket managemnt workflow by developing skills. That'll churn through tokens and maybe do something useful.
cptsir@reddit
I second MCP type tools. Let them run in the background doing read only AI-ops type stuff. Automate the token use.
ZoldyckConked@reddit
Hook it up to whatever monitoring service you have for metrics have it run a query every couple of mins and then have it alert you when something goes wrong. With a summary of what went wrong and a potential fix.
mwskibumb@reddit
My companies in the same boat as the ways you listed to create token count is hilarious.
twistoffate4@reddit (OP)
Yeah I definitely laughed when I heard about the file share scanning one.
awetsasquatch@reddit
Have it look at the code you've already written and then ignore it, or have it only write comments for it, either way your code is safe, and leadership is dumb and happy.
dCLCp@reddit
... Make cool shit?
Early_Argument5075@reddit
I setup a virtual assistant that uses MCP servers to pull my jira tickets, calendar invites, etc and creates a plan for the day. I then use it all day long to record work, make to dos, ask questions about my work that is due, etc. My company also started tracking token usage “for license purchasing” but we all know that’s bullshit
Expensive_Finger_973@reddit
One of the more useless things I have Claude doing for me everyday is query my teams unresolved ticket queue looking for tickets with specific keywords and when it finds one set me a Slack reminder with the contents of the ticket so I can see if it is something I need to care about right now.
ohyeahwell@reddit
Feed it work you’ve already completed, ask for an evaluation, fixes, and the reasoning.
Honestly I’ve been doing this with some of my code and the results are eye opening. Big efficiency gains in my code.
Not total rewrites but tightening up a query, or condensing into blocks, or it’s even come up with some very useful recyclable functions.
discgman@reddit
Me over here wondering what tf is a token for. What I do see is, what a waste of time and money. AI is a tool like any other tool and to force people to use a specific tool just because its shiny and neat is stupid. It doesn't sound like a well managed company and I would bail out before cuts come to save money.
DrStalker@reddit
Do they also track developer productivity by lines of code?
Tell your AI to add comments to your entire codebase.
Than tell it to write a program to ensure that no actual code was changed, just comments added.
graph_worlok@reddit
Is there a tool or feature you would love to have, but don’t have the time / skills to create? A pain the ass process? Systems you want to integrate?
Logical-Nightmare@reddit
This is nightmare fuel OP, like others said start looking to abandon ship and make the exit interview count when you make it out of there