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Corroboratedⓘ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.
Faster Llm Speed
In their words
"I am wanting to know what options I have for hardware upgrades or software" — 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.
Qwen Flash Next
— "hit what I need locally for intelligence and now just need more speed"
verbatimsign in to trace ↗
Pain, in numbers
Quantified only where a builder stated a real figure — no LLM estimates.
50PP and 14Decode“Near my context limit I am getting 50PP and 14Decode”
Hard requirements
Non-negotiables stated by builders in their own words. Miss one and they will not switch.
hardware upgrades or software
Competitor pricing
Named rivals · prices not yet verified 🔒
Pricing collected · names — log in ↗
How we checked
Where we searched
2 sources · GitHub (open-source check) · SaaS marketplaces
Verification funnel
51 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
3 posts on record since Aug 2026 — not enough to plot a trend. We plot history once a gap has 3+ posts spanning 3+ weeks.
Evidence pool
Top 1 of 2 builder posts asking on record — each insight links back to a real one.
1 reddit