Developers building with LLM agents need runtime budget enforcement that actually stops calls, not just observability after the fact
Target User
Developers and teams running LLM-powered agents and pipelines
Product Idea
An LLM proxy/middleware that sits between your app and LLM APIs, enforcing hard budget caps, per-session token limits, rate limiting, and circuit-breaker patterns — with a dashboard for setting policies
Evidence
“Most tools I've found focus on observability (logs, traces, dashboards), but not actual enforcement. Is there anything that can stop or cut off a call mid-execution (based on budget, tokens, or conditions)?”
https://news.ycombinator.com/item?id=47683113“I've been running into cases where LLM/agent systems make unexpected or repeated calls and costs spike quickly.”
https://news.ycombinator.com/item?id=47683113
Why this opportunity matters
This opportunity surfaced from Reddit where Developers and teams running LLM-powered agents and pipelines are actively describing the problem in their own words. We classified the demand intensity as high — meaning users are not just complaining, they are openly looking for paid solutions and willing to switch tools to find one. When users self-select to post a problem on a public platform like Reddit, they are usually already trying to solve it — which makes them strong candidates for the right paid alternative.
How to validate this before you build
Before writing a single line of code, three lightweight steps will tell you whether this opportunity is worth pursuing:
- Read the original conversation. The evidence links above lead to the exact threads where users described this problem in their own words. Read every comment — what people argue about in the replies often matters more than the original post.
- Talk to five real users. Find five people who match the target user description above and ask how they handle this today. You are looking for two signals: a consistent workaround they hate, and a willingness to pay for something better. If both show up in three of five conversations, the demand is real.
- Test willingness to pay before building. Put up a one-page landing site describing the proposed product, with a deposit or pre-order checkout. If even a small fraction of traffic converts to a real payment, you have validated more than most products that ship to production.
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