AI Product Development · Seattle
AI Product Development
in Seattle
LLM features that actually ship to users.
We ship AI features for founders in Seattle — chat interfaces, RAG over your data, agents that do work, evaluations that tell you when the model is broken. Production-ready LLM apps, not demos. We use Vercel AI SDK, AI Gateway for model routing, and the eval tools that work in 2026.
Engagement shape
From
$4,000
Flat price, quoted after 30-min call
Timeline
2–5 weeks
First production deploy
1
Senior engineer, named
Day 1
Code in your GitHub
$0
Retainer, equity, lock-in
How this works
One AI-native engineer.
The output of a team.
One senior engineer plus AI agents now ships ai product development that used to need a four-person team. Same code quality, half the cost, three-week timelines instead of three months. Built for pre-seed to Series A founders in Seattle who need to ship before the next round closes.
The local read
Why ai product development is hard in Seattle
Seattle founders have access to deep technical talent that's mostly busy. The candidates who do interview want AWS comp, or are leaving to start their own thing. Either way, your 90-day hiring cycle becomes 180.
Different math: one named senior engineer plus AI agents, Pacific Time, ships in two weeks. Flat-price quote after a 30-minute call. AWS-native by default — Bedrock, Lambda, DynamoDB, S3 — same stack your team already runs. Code in your GitHub from commit one. Walk away clean at the end.
Seattle's startup infrastructure runs through Techstars Seattle (alumni have raised over $1B post-graduation) and Pioneer Square Labs, backed by Madrona Venture Group — the Pacific Northwest's anchor fund, currently investing out of a $300M Fund VII — plus newer entrants like Founders' Co-op and the $50M Fortson VC fund launched in 2025. The talent density backs it up: CBRE's Scoring Tech Talent report ranked Seattle #2 in North America for tech talent two years running, behind only the Bay Area, with the Puget Sound region adding nearly 25,000 tech jobs between 2022 and 2025. AI is pulling its share too — local AI startups alone raised $679M in the first eight months of 2025. None of that changes the math for a seed-stage founder: Amazon and Microsoft set the local salary floor, and neither is going anywhere.
Seattle's 2025-2026 story is really about churn, not just growth: Amazon cut roughly 14,000 corporate jobs in October 2025, then another 16,000 or so about three months later; Microsoft has cut 15,000+ jobs globally since May 2025, including over 3,200 in Washington state alone. That's a lot of senior engineering talent hitting the market at once — talent that trained at places like the University of Washington's Allen School, tied for #7 nationally in graduate CS with average starting salaries around $110K. On the funding side, Madrona runs Create33, a dedicated founder hub a floor below its own office, and Flying Fish Partners writes $500K-$1.5M pre-seed and seed checks exclusively into AI and ML infrastructure. The city isn't short on engineers right now — it's short on companies moving fast enough to hire them before Amazon or Microsoft does again.
Most of the ai product development briefs we get out of Seattle trace back to its AI and ML infrastructure and Developer tools base — that's the local demand, not a guess.
Hiring one senior engineer here is a ~$310K year-one outlay and a 60–90 day search. Our ai product development engagement starts at $4,000 with a first deploy in 2–5 weeks.
Did you know · Seattle
Amazon employs more people in Seattle than the next nine largest local employers combined.
Time zone
--:--:--
PT
Pacific Time, same window as your team, your customers in Bellevue, and the Big-Tech mafia your investors keep mentioning.
Sectors in Seattle
Stack we use
What you actually get
Concrete deliverables.
Live in 2–5 weeks.
No discovery phase that bills for itself. No Figma-only delivery. Every item below is something you can open, click, and ship to a user.
Streaming chat or agent UI with proper UX (interrupt, retry, citations)
RAG pipeline over your data — chunking, embeddings, hybrid search, citations
Provider routing via Vercel AI Gateway — Anthropic primary, OpenAI/Gemini fallback
Evals: a real test set, a deterministic CI check that catches model regressions
Observability: tool-call traces, token spend, latency per provider
Why us
Why founders in Seattle pick us for this
01
We ship LLM features weekly — eval-first workflow, not 'ship and hope'
02
Model-routing day one so you're not locked to one provider's pricing or outages
03
RAG done with hybrid search + reranking, not naive embedding cosine similarity
04
Cost-aware: caching, model tiering (Haiku/Sonnet/Opus), budget alerts wired in
AI Product Development we've shipped
Founders we shipped ai product development with
Real founders, real product, real testimonials. The kind of ai product development work we'd do for you in Seattle.

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More on ai product development from our blog
Same engagement model, written up long-form — pricing tiers, workflows, anti-patterns.
FAQ
Common questions about ai product development
in Seattle
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Got a question about ai product development in Seattle?
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Valery Satsura
CEO · Start Matter · usually replies in minutes
Hey, I'm Valery. Ask me anything about working with us from Seattle.
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Ship ai product development in Seattle
in 2–5 weeks.
30-minute call → flat-price quote in 24 hours → first deploy inside two weeks.