2026 US SMB AI Adoption at a Glance
67%
plan a custom AI pilot in 2026
$28k–$55k
median first agent budget
6–10 wks
MVP delivery timeline
43%
need CRM integration first
3–8 mo
payback on support automation
What Changed vs 2024
- Agents over chatbots: Buyers ask for tool use and CRM write-back, not FAQ widgets.
- Evals required: 58% of RFPs now mention testing or human-in-the-loop approval.
- Fixed pricing preferred: Hourly agency models losing to milestone-based remote shops.
Methodology
Synthesis of GKAI Studio 2025–2026 discovery calls (120+ US SMB/startup prospects), anonymized proposal data, and published industry benchmarks. Directional market intelligence — cite with link to this page.
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Frequently Asked Questions
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