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Updated · 1d ago
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TECH ValidatedEvidence 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 Model Selection

12
builder posts asking
latest ask seen 7d ago
+6 product posts seen in community
see the posts →
12
different people asking
across 1 platform
who →
17
rivals shipping · web scan
how verified →

In their words

"I don't need to know if 27B is better, but would it be worth using 27B to plan long horizon tasks" — 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.

nomic 1.5 — "results weren't all that satisfactory" verbatimsign in to trace ↗
llama.cpp — "considering whether to stick with it" verbatimsign in to trace ↗
Llama.cpp Tensor Parallelism RPC — "scaling down to about 17 tps by 100k context" verbatimsign in to trace ↗
RTX 3090 — "no shortcoming stated" verbatimsign in to trace ↗
llama.cpp/GGUF — (no stated shortcoming) sign in to trace ↗

Pain, in numbers

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

80 thousand stories“roughly 80 thousand of them”

28 tps on a fresh session“I get about 28 tps on a fresh session”

17 tps by 100k context“scaling down to about 17 tps by 100k context”

24-26 tps on the single 5090“I get about 24-26 tps on the single 5090”

Hard requirements

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

8GB VRAMsmaller modelGPU VRAM constraintGPU RAM constraintsingle nodeminimum memory bandwidth

Competitor pricing

Named rivals & real prices 🔒
Rivals charge $4.99/mo · names — log in ↗
Open-source check · GitHub · 2026-07-31
🔵 5 open-source attempts, none above ⭐22 — no winner yet · verify ↗

How we checked

Where we searched
3 sources · GitHub (open-source check) · App Store · SaaS marketplaces
Verification funnel
82 raw matches scanned, then AI-de-duped · see the breakdown below
Last scan
21d ago · auto-refreshed every 30 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

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What the numbers suggest

17 rivals shipping (fact bar) how verified → market is crowded; differentiate on the unmet requirements above, don't compete on breadth.
12 builder posts asking · 12 different people (fact bar) see posts → demand is independently reported, not one person repeating themselves.
15 new tracked posts (all types) in the last 30 days vs 11 the month before see the curve → demand is rising.
12 demand signals vs 17 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 9 days ago → conversation is recent.

Signal history

38 tracked posts (12 asks · 26 product/news) first post Apr 2026 ▲ 15 in the last 30 days
2026-04-23 · +1 post · 1 on record2026-05-04 · +1 post · 2 on record2026-06-02 · +1 post · 3 on record2026-06-06 · +1 post · 4 on record2026-06-13 · +2 posts · 6 on record2026-06-14 · +1 post · 7 on record2026-06-17 · +1 post · 8 on record2026-06-21 · +1 post · 9 on record2026-06-29 · +1 post · 10 on record2026-07-02 · +2 posts · 12 on record2026-07-27 · +2 posts · 14 on record2026-07-29 · +1 post · 15 on record2026-08-02 · +3 posts · 18 on record2026-08-14 · +1 post · 19 on record2026-08-15 · +3 posts · 22 on record2026-08-19 · +1 post · 23 on record2026-08-21 · +1 post · 24 on record2026-08-24 · +1 post · 25 on record2026-08-27 · +2 posts · 27 on record2026-08-28 · +2 posts · 29 on record2026-08-29 · +1 post · 30 on record2026-08-31 · +1 post · 31 on record2026-09-02 · +1 post · 32 on record2026-09-04 · +1 post · 33 on record2026-09-07 · +2 posts · 35 on record2026-09-08 · +2 posts · 37 on record2026-09-10 · +1 post · 38 on record 38 0 Apr 2026 today

Cumulative tracked posts (asks + products + news) by original post date · 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 10 of 12 builder posts asking on record — each insight links back to a real one.

10 reddit

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