Key takeaways
- Ask for production case studies with eval metrics — not demo-only chatbots.
- Verify RAG, tool use, and CRM integration experience before signing.
- Fixed-scope MVPs beat open-ended hourly contracts for first AI projects.
When US Companies Should Hire an AI Dev Partner
Hire when you have a defined workflow (support, sales, internal search), real data to ground answers, and internal stakeholders who will own adoption. Skip agencies that promise "AI transformation" without a scoped first use case.
Explore our development guides and AI agent services before your first call.
What to Vet in 2026
- Production deployments — not hackathon demos
- RAG pipeline experience — chunking, evals, reranking
- Tool use & orchestration — LangChain, custom APIs, error handling
- US timezone overlap — standups, Slack, sprint reviews
- Full-stack capability — web/mobile UI, not API-only
Engagement Models & Pricing
Fixed-scope MVP — best for first agent; $25k–$55k typical for one workflow.
Sprint retainer — ongoing feature work after MVP; monthly blocks with clear deliverables.
Staff augmentation — senior engineer embedded in your team; works when you own architecture.
Avoid unlimited hourly without milestones — scope creep destroys AI projects faster than traditional web builds.
Red Flags When Hiring
- No mention of evals, logging, or guardrails
- "We fine-tune your model" as the first recommendation (RAG usually comes first)
- Cannot explain how CRM or ticket data stays in sync
- No US client references or case studies
10 Questions for Your Discovery Call
- Walk me through a production agent you shipped last year.
- How do you measure answer accuracy before launch?
- What happens when the model hallucinates?
- How do you handle PII and SSO?
- What is included in MVP vs. phase 2?
- Who owns the code and infrastructure after handoff?
- What is your typical timeline for one workflow?
- Do you build the web/mobile UI or only the backend?
- How do you price API token costs in estimates?
- What does ongoing maintenance look like?
Book a free discovery call with GKAI Studio — we answer these on every first meeting.
FAQ
Focused agent MVPs typically run $25k–$55k; full products with web, mobile, and multiple integrations range $75k–$150k+.
Many US founders hire remote senior teams with EST/CST/PST overlap — prioritize production experience over office location.
Freelancers work for narrow API tasks; agencies fit when you need RAG, UI, integrations, and launch support in one team.
Ready to build with GKAI Studio?
We ship custom AI agents, SaaS platforms, and software for US startups and enterprises.
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