Agentic AI Pricing Playbook: How to Price Multi-Agent Systems for SMEs

Avoid underpricing agent swarms. Anchor on business outcomes, not just sprint counts. Bundle discovery + governance into the base price so evaluation, tracing, and rollback are non-negotiable.

Recommended ladder: Readiness Audit ($3k–$7k), Strategy & Architecture ($10k–$25k), Pilot Build ($15k–$25k/mo), Production & SRE ($15k–$25k+/mo). Each tier includes evaluation gates and rollback plans.

Cost controls: use tool-calling limits, caching, streaming, and hybrid routing (local + hosted LLMs). Track cost per successful task and cap retries. Bake these into acceptance criteria.