Topic
Cost Control
22 posts on cost control — guides and lab notes from real runs on hardware we own. New posts land here automatically. Start anywhere, or grab the copy-paste prompts that ship with them.
- 4 min read
Missing AI agent cost data is not zero
A spend ledger that counts missing billing data as $0 hides exactly the unattended agent spend you built it to catch.
- 6 min read
Copilot vs Cursor vs Claude Code: 2026 Pricing Breakdown
The seat price isn't the real cost anymore. Real 2026 prices for GitHub Copilot, Cursor, and Claude Code — pulled from each vendor's own page.
- 6 min read
How to Close the AI Agent Cost Gap at the Call Site
The cost gap between what an AI agent could cost and what it does cost is 40%. You close it at the call site, not in a dashboard. Here is how.
- 4 min read
When JPMorgan's AI bill goes up, who controls it?
JPMorgan turned on AI for 250k people. The quiet line is that the usage racks up fees. Here is how to control the bill before it arrives.
- 4 min read
Anthropic's IPO and the 40% Cost-Savings Gap: Why Your Spend Cap Matters More Now
Anthropic filed for IPO at a $47B run-rate while 40% of enterprise customers report under 10% cost savings from Claude. Here is how to close that gap.
- 4 min read
Your AI Agent's Retry Loop Is a Cost Bug Waiting to Happen
A repair agent in my own pipeline failed the same check 27 times in a row. Each try was a paid model call. Here is why uncapped retries quietly burn money, and the two-line fix.
- 5 min read
When JPMorgan Turns On AI Bank-Wide, Who Controls the Bill?
JPMorgan just switched on AI for 250,000 employees. The headline is workforce shift. The quiet story is enterprise AI cost, and why token spend runs away without controls.
- 4 min read
What GitHub Copilot Users Wish They Had a Week Ago
Copilot went usage-based and bills spiked. The fix is a runtime budget cap at the call site.
- 5 min read
Token budget wars are starting. Most companies are paying for vibes.
AI billing is shifting from seats and tokens to outcomes. If you cannot tie an agent run to a dollar of work, you are paying for vibes.
- 5 min read
Microsoft Told Engineers to Ease Off Claude Code
If Microsoft can't absorb agent inference costs, neither can you. Make the cap a config change, not a memo.
- 4 min read
Enterprise AI just shifted: Claude +128%, OpenAI -8%. What it means if you're building.
SaaStr data shows enterprise AI share shifting hard toward Claude. The lesson isn't pick Claude. It's stop hard-coding one vendor.
- 4 min read
AI software runs on 17% margins. SaaS runs on 70%. The token bill is the problem.
AI-native software is shipping at roughly 17% gross margins while traditional SaaS sits near 70%. The token bill ate the unit economics. Here's what's actually broken and how to claw margin back.
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