Insights

Field notes for growth-minded executives

Actionable guidance from GainShare AI directors and operators on deploying agentic workflows responsibly—and profitably.

The gainshare model: aligning automation incentives

By Mark Liu · 9 min read

Traditional consulting asks leaders to take the risk while vendors collect fees regardless of results. Gainshare flips the equation by tying compensation to verified outcomes.

We unpack how to structure contracts, define metrics, and avoid common pitfalls that erode trust.

Building agentic pods that ship value in weeks

By Adrian Barkus · 7 min read

Agentic systems must combine models, tools, and human oversight. Adrian outlines the blueprint we use to turn concepts into production-ready pods inside four weeks.

Topics include data prep, orchestration layers, evaluation harnesses, and change management.

Executive guide to AI governance

By GainShare AI Advisors · 6 min read

Regulators and customers expect transparency. We share the governance stack we deploy—covering policy, monitoring, and incident response—for secure automation at scale.

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