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Updated · 3h ago
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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.

AI Model Optimizer

2
builder posts asking
latest ask seen 9d ago
see the posts →
2
different people asking
across 1 platform
who →
4
rivals shipping · web scan
how verified →

In their words

"I find it hard to believe as well" — 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.

Unsloth NVFP4 — "higher mean KL divergence" verbatimsign in to trace ↗
Official Qwen FP8 — "higher mean KL divergence and larger resident-weight footprint" verbatimsign in to trace ↗
imatrix — "damage is more severe" verbatimsign in to trace ↗

Pain, in numbers

Quantified only where a builder stated a real figure — no LLM estimates.

92.2% lower mean KL divergence“92.2% lower mean KL divergence than Unsloth NVFP4”

12.8× more divergence

44% lower KLD“44% lower KLD than official FP8”

28.9 -> 69.5“recovered reasoning from 28.9 -> 69.5”

Hard requirements

Non-negotiables stated by builders in their own words. Miss one and they will not switch.

fixed byte budget

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
47 raw matches scanned, then AI-de-duped · see the breakdown below
Last scan
1d ago · auto-refreshed every 10 days

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

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What the numbers suggest

4 rivals shipping (fact bar) how verified → market is crowded; differentiate on the unmet requirements above, don't compete on breadth.
2 builder posts asking · 2 different people (fact bar) see posts → demand is independently reported, not one person repeating themselves.
2 demand signals vs 4 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 10 days ago → conversation is recent.

Signal history

2 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

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