Skip to main content
Updated · 2d ago
READ · choose how deep
TECH CorroboratedEvidence 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.

Local Llm Evaluation Tool

3
builder posts asking
latest ask seen today
+5 product posts seen in community · 3 events tracked
see the posts →
3
different people asking
across 2 platforms
who →
13
rivals shipping · web scan
see prices →
$5
cheapest rival / mo
range →

In their words

"What we actually need: - Real-time eval monitoring" — 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”

Competitor pricing

Named rivals & real prices 🔒
Rivals charge $5/mo · names — log in ↗
Open-source check · GitHub · 2026-09-02
⚠️ Established open-source player: bigcode-project/bigcode-evaluation-harness ⭐1,058 — A framework for the evaluation of autoregressive code generation language models.
Competitor adoption · official registry · 2026-08-23
LangSmith: 6,336,221 npm downloads/week
Humanloop: 21,882 npm downloads/week
Braintrust: 1,459,933 npm downloads/week

How we checked

Where we searched
2 sources · GitHub (open-source check) · SaaS marketplaces
Verification funnel
74 raw matches scanned, then AI-de-duped · see the breakdown below
Last scan
5d ago · auto-refreshed every 10 days

Sign in to see the full opportunity

Every source post · named rivals with real prices · what builders tried & dropped · quantified pain — all traceable to the original posts

Sign up free →

What the numbers suggest

13 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 demand signals vs 13 shipping rivals → supply already outweighs demand — enter only with an edge.
0 willingness-to-pay quotes yetno one has named a price — validate pricing before building.
last new signal 134 days ago → conversation is quiet lately.

Signal history

11 tracked posts (3 asks · 8 product/news) first post Dec 2024 ▲ 2 in the last 30 days
2025-12-12 · +1 post · 3 on record2026-04-13 · +1 post · 4 on record2026-05-07 · +3 posts · 7 on record2026-08-09 · +1 post · 8 on record2026-08-11 · +1 post · 9 on record2026-08-26 · +1 post · 10 on record2026-08-27 · +1 post · 11 on record 11 0 2 Dec 2025 today

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

7 source posts on record — each insight links back to a real one.

2 hn2 reddit2 arxiv1 ph

Log in free to read every original post ↗

Sign up to save

More in TECH