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Early signalⓘ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.
AI cost optimizer
In their words
"which feature is eating the budget?" — 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.
Helicone
— (no stated shortcoming)
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Langfuse
— (no stated shortcoming)
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Portkey
— (no stated shortcoming)
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Competitor pricing
Named rivals & real prices 🔒
Rivals charge $9-$34/mo · names — log in ↗
How we checked
Where we searched
2 sources · GitHub (open-source check) · SaaS marketplaces
Verification funnel
47 raw matches scanned, then AI-de-duped · see the breakdown below
Last scan
1d 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 →Signal history
2 posts on record since Aug 2023 — not enough to plot a trend. We plot history once a gap has 3+ posts spanning 3+ weeks.
Evidence pool
2 source posts on record — each insight links back to a real one.
1 reddit1 hn