The Implementation Gap
A thesis on the Applied AI Firm, the Operational Leakage Map, and the decade that will decide which companies compound and which disappear. Fully sourced. Intellectually honest about its own weak points.
PeachStateAI
Writing · Published work
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A thesis on the Applied AI Firm, the Operational Leakage Map, and the decade that will decide which companies compound and which disappear. Fully sourced. Intellectually honest about its own weak points.
Sector-specific leakage norms, EBITDA impact ranges, and time-to-value data pulled from our actual engagements. Anonymized, structured, published on a quarterly cadence.
The five failure modes in the enterprise AI research, in plain language, with the structural fix for each one.
Field notes
Specific verticals, specific failure modes, specific fixes.
How to tell whether an operating company can absorb an AI implementation. Five green lights and three red flags, with concrete examples for each.
Ethics, privilege, confidentiality, supervision. The real blockers and the structural ways through them.
HIPAA, clinical workflow, prior authorization, revenue cycle. Where AI moves the needle in a regulated, bottleneck-heavy operation.
What a realistic engagement looks like when you scope it honestly. The work behind the build, the ongoing cost of keeping a system useful, and the red flags in vendor promises.
What actually works in a small commercial operation. What doesn't. How to think about return, risk, and the limits of what a founder-led team should own internally.
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