AI Startups
LLMs, agents, copilots, AI infra, and the business of building on top of fast-moving models.
160 members
Discussions
LLM inference cost at scale: what optimisations actually moved the bill?
by
Logan Kim
· Mar 24, 2026
8 replies
Enterprise AI sales: what objections stop deals that pilots didn't predict?
by
Robin Scott
· Mar 11, 2026
3 replies
Defensibility when foundation models commoditise: what's your actual moat?
by
Robin Ahmed
· Feb 18, 2026
5 replies
Fine-tuning vs. RAG vs. prompt engineering: how are you choosing in 2026?
by
Finley Scott
· Jan 26, 2026
8 replies
Agent reliability in production: which failure modes are you building around right now?
by
CercleWork Admin
· Jan 2, 2026
4 replies
AI startup thread #3: enterprise security questionnaires as a startup
by
Jordan Miller
· Jan 1, 2026
15 replies
AI startup thread #2: choosing foundation model providers
by
Emerson Carter
· Jan 1, 2026
15 replies
AI startup thread #1: API bill shocks in month two
by
Cameron Singh
· Dec 31, 2025
15 replies
AI startup thread #6: SLAs customers expect for copilots
by
Emerson Hoang
· Dec 31, 2025
15 replies
AI startup thread #5: data moats vs model moats debates
by
Robin Miller
· Dec 31, 2025
15 replies
AI startup thread #4: differentiation beyond a thin wrapper
by
Jamie Scott
· Dec 31, 2025
15 replies
AI startup thread #9: latency vs quality tradeoffs in demos
by
Avery Tran
· Dec 30, 2025
15 replies
AI startup thread #8: compliance for training data sources
by
Jordan Scott
· Dec 30, 2025
15 replies
AI startup thread #7: fine-tuning vs prompt-only GTM speed
by
Avery Tran
· Dec 30, 2025
15 replies
AI startup thread #12: IP risk in generated outputs
by
Parker Ahmed
· Dec 29, 2025
15 replies
AI startup thread #11: support load when models misbehave
by
Parker Khan
· Dec 29, 2025
15 replies
AI startup thread #10: pricing tokens for non-technical buyers
by
Hayden Wilson
· Dec 29, 2025
15 replies
AI startup thread #15: eval harnesses as a product surface
by
Alex Park
· Dec 28, 2025
15 replies
AI startup thread #14: hiring ML engineers vs generalists
by
Morgan Tran
· Dec 28, 2025
15 replies
AI startup thread #13: fundraising narrative when tech shifts monthly
by
Hayden Carter
· Dec 28, 2025
15 replies
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