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AI Cost Footprint Assessment

What your AI actually costs — across model, infra, and ops time.

A self-serve diagnostic that surfaces your current AI cost across three layers — model spend, infrastructure, and the human ops time spent running, fixing, and supervising AI workflows. You walk through structured probing to inventory what you're actually paying for and where, and walk away with a one-page CFO-readable cost picture: total monthly footprint, 1-3 pattern badges, attribution coverage, locked-vs-flexible composition, and the cost-discipline questions to take into the next finance conversation.

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The arc

Your work with Friday, in 6 moves.

01

Profile

A short read on you, the operating context, and what triggered this session. Calibrates probing depth for the rest of the session.

02

Visible Spend

Inventory model spend + infrastructure together. Probes for buried items, shadow spend, and commitment structure (annual / monthly / usage-variable).

03

Invisible Spend

Human hours per week spent running, fixing, reviewing, iterating, onboarding others, managing vendors. The methodology's durable differentiator. Uses structured triangulation: round-number estimate → one time-study probe → revise if contradicted by >2× → capture genuinely-uncomputable hours as Unattributed Ops Time.

04

Also from Framework Friday

Meetings → FridayOSSoon
PM → FridayOSSoon
Knowledge → FridayOSSoon
Goals → FridayOSSoon

What you'll walk away with

An implementation-ready spec for your highest-leverage workflow.

Score your workflows against five operator-tier criteria, map your top priority end-to-end, and produce a spec with governance that a builder could pick up tomorrow. Yours to keep, refine, and put to work — whichever way you choose to run it.

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Unit Economics

For top-2 named workflows: throughput → cost-per-unit (Pattern F). Plus the trajectory probe — what did this spend look like 3 months ago? Order-of-magnitude is fine.

05

Cost Picture

Friday names the layer balance + 1-3 structural patterns + attribution coverage axis + commitment ratio + (Pattern E positive-criteria check if applicable). Patterns surface questions, not directives. CFO top-down artifact format.

06

Outcome

Artifact download. Routing based on triggered patterns + operator profile. FridayOS bridge framed as durable cost visibility — same Friday, same methodology, persistent.