TECHCorroboratedⓘEvidence tiers: Early signal = 1 uncorroborated request — treat as radar, not a validated opportunity · Corroborated = 2-3 requests · Validated = 4+ requests from 2+ different people. Every count appears exactly once, in the fact bar below — each traces to a real source post.
"What we actually need: - Real-time eval monitoring (not just batch) - Custom eval functions that don’t require PhD-level setup - Human-in-the-loop workflows for subjec"
— a builder, verbatim · sign in free to trace the source ↗
What they tried & dropped
Extracted word-for-word from the evidence posts below — every item is quoted verbatim from a real builder.
OpenAI's Evals framework — "challenging for custom use cases"verbatimsign in to trace ↗
LangSmith — "eval features feel secondary to their observability focus"verbatimsign in to trace ↗
Weights & Biases — "designed primarily for traditional ML experiment tracking"verbatimsign in to trace ↗
quantized local LLMs — "quality loss became unacceptable"verbatimsign in to trace ↗
Pain, in numbers
Quantified only where a builder stated a real figure — no LLM estimates.
$0.50 per 1k traces“Pricing starts at $0.50 per 1k traces after the free tier, which adds up quickly with high volume”
⚠️ Established open-source player: bigcode-project/bigcode-evaluation-harness ⭐1,058 — A framework for the evaluation of autoregressive code generation language models.
15 rivals shipping (fact bar)see prices → market is crowded; differentiate on the unmet requirements above, don't compete on breadth.
3 builder posts asking · 3 different people (fact bar)see posts → demand is independently reported, not one person repeating themselves.
3 new tracked posts (all types) in the last 30 days vs 2 the month beforesee the curve → demand is rising.
3 demand signals vs 15 shipping rivals → supply already outweighs demand — enter only with an edge.
0 willingness-to-pay quotes yet → no one has named a price — validate pricing before building.
last new signal 8 days ago → conversation is recent.
Signal history
14 tracked posts (3 asks · 11 product/news)first post Dec 2024▲ 3 in the last 30 days
Cumulative tracked posts (asks + products + news) by original post date · 2 earlier posts before this 12-month window carried into the baseline · GapMine tracked communities — not search volume · every step traces to a real post in the evidence record (sign in to read them).
Evidence pool
Top 8 of the 14 tracked posts, picked as evidence — each insight links back to a real one.