AI News & Updates

AI Operating Review and Blueprint: What Each Costs and How They Fit Together

A tangled web of workflows seen through a magnifying glass, resolving into a clean blueprint flowchart: the Review diagnoses, the Blueprint plans the build

Most companies do not have an AI problem. They have a sequencing problem. They are probably already paying for AI tools, but they cannot say which work to put AI on first, what it costs, or whether it pays back. So they freeze, or they greenlight a flashy pilot that quietly dies. ShooflyAI’s AI operating assessment is two steps that fix the sequencing: the Review diagnoses, then the Blueprint plans the build.

What is the AI Operating Review?

The AI Operating Review is the diagnostic. It runs two weeks and takes about four hours of your time. It checks two things about the AI you already run: whether it is safe, and whether it is paying for itself. You get:

  • A tool inventory. Every AI tool and AI-assisted workflow in use, including the ones nobody approved.
  • A data-risk list. What company and customer data goes where.
  • A one-page AI use policy. Plain rules your team can follow.
  • An AI spend and time ledger. What your AI costs per month in seats and hours, and what it returns.
  • Three fixes with owners and dates.
  • A written verdict. Retainer fit, Blueprint first, or run it yourselves.

It is a paid deliverable, not a pitch, so it has value whether or not you ever hire us. If you would rather start lighter, the free AI Operating Map comes first.

What does the AI Operating Review cost?

$2,500 over two weeks. The credit is one rule: sign a Blueprint or retainer within 90 days of the final walkthrough and the full $2,500 comes off your bill, applied as one third off each of your first three invoices. If you do not move forward, the three fixes are still yours to implement.

AI Operating ReviewOperating Blueprint
What it isThe diagnostic of the AI you already runThe build plan for the AI you add next
TimeTwo weeks, about four hours of your timeTwo live sessions, a window to send supporting material, then the written plan within 48 hours of that window closing
Price$2,500$6,000 through 31 December 2026, $10,000 from 1 January 2027
CreditFull fee credited if you sign within 90 daysCredited 100% toward a build or ongoing engagement
You getTool inventory, data-risk list, policy, spend ledger, three fixes, verdictOpportunity ranking, systems needs, phased plan, ownership map, the number

What is the Operating Blueprint, and where does it fit?

The Blueprint is the build plan. The Review looks at the AI you have; the Blueprint decides the AI you add next, what it costs in total, and what it returns. It starts with two live sessions with us, one with leadership and one with operations. Afterward you have a short window to send us supporting material such as reports and org charts. Once that window closes, we deliver the finished written plan within 48 hours and walk you through it live. It includes:

  • An opportunity ranking. Where AI pays back first, in priority order.
  • Systems and data requirements. What each build needs from your stack.
  • A phased plan. The first build scoped and priced.
  • A human ownership map. One function, one KPI, one owner.
  • The number. A 12-month total cost range and the expected return in dollars, with a stop point every quarter.
  • A document leadership can present, with methodology and appendix.

The Blueprint fee is $6,000 through 31 December 2026 and $10,000 from 1 January 2027, credited 100% toward a build or ongoing engagement. Full details are on the Operating Blueprint page.

Why pay for a diagnostic instead of jumping straight to a build?

Because many AI projects stall before they pay back. MIT’s 2025 State of AI in Business report, as covered by Fortune, found that 95% of enterprise generative-AI pilots delivered little to no measurable P&L impact. That study covers stalled enterprise pilots, not building without a baseline specifically, but the lesson holds: if you cannot measure where you start, you cannot show what changed. The Review gives you the baseline first.

Who is it for?

Owner-led operators, roughly $5M to $75M in revenue, with repeatable processes that slow the business down. Too big for DIY tools, too lean for an enterprise consulting army. The common thread is a leader who wants a measurable result and oversight built in, not another per-seat subscription that grows forever.

Do you own what comes out of it?

Yes. When you build, you own the code, the data, the models, and the IP on full payment. Everything runs on your infrastructure, so if you ever walk away, the system keeps running.

Where to start

There are two places to start. If you want a defensible read on where AI stands in your business today, talk to us about the AI Operating Review. If you already know you need the plan, the Operating Blueprint is the next step. Want a lighter first look? The free AI Operating Map is a no-signup sketch from your website.

Frequently asked questions

What is the AI Operating Review?

It is ShooflyAI's paid diagnostic of the AI your company already runs: two weeks, $2,500, ending in three fixes with owners and dates and a written verdict on what to do next.

Is the Review fee credited?

Yes. There is one credit, not a choice between two. If you sign a Blueprint or retainer within 90 days of the final walkthrough, the full $2,500 comes off your bill, applied as one third off each of your first three invoices. If you do not move forward, the three fixes are still yours.

What is the Operating Blueprint, and how is it different?

The Review looks at the AI you have. The Blueprint plans the AI you add next: where it goes, what it costs in total over 12 months, and what it returns in dollars. It is two live working sessions, then a written plan delivered live. The Blueprint fee is $6,000 through 31 December 2026 and $10,000 from 1 January 2027, credited 100% toward a build or ongoing engagement.

Why pay for a diagnostic instead of starting a build?

A build with no baseline is easy to get wrong. MIT's 2025 State of AI in Business report, as covered by Fortune (https://fortune.com/2025/08/18/mit-report-95-percent-generative-ai-pilots-at-companies-failing-cfo/), found that 95% of enterprise generative-AI pilots delivered little to no measurable P&L impact. A Review shows you where you stand before you spend.

Who is this for?

Owner-led operators, roughly $5M to $75M in revenue, who already use AI tools or want to, and want a clear, costed plan before investing further.

Do you own what gets built afterward?

Yes. On full payment you own the code, the data, the models, and the IP. What we build runs on your infrastructure and keeps running if you stop working with us.

What is an AI operating assessment, and who offers one?

There is no standard definition, so compare scope, not labels. Large consultancies, boutique AI firms and software vendors all sell something called an AI assessment or AI readiness review, and they range from a free questionnaire to a months-long engagement. Ask four things: does it cover the AI tools you already pay for, does it include a risk and policy check, do you get a written plan with owners and dates, and is the fee credited if you continue. ShooflyAI's answer is two steps, the AI Operating Review and the Operating Blueprint.