The AI operating desk for small business

Find the hours hiding in your business.

Describe one real workflow. The free advisor turns it into a workload baseline, an automation-readiness judgment, a human boundary, and a four-step test you can keep without an account.

  • No account for the first eight AI responses.
  • No invented savings when the workload is still unknown.
  • No tool purchase before a reversible shadow test.

AI Opportunity Finder

Tell me how work gets done.

8 replies left
Opportunity desk

I’ll ask about yesterday, the work you dread, pileups, failed automation, and the process you would delete. Eight responses, no account required.

Do not enter passwords, secrets, regulated records, or customer PII.

5 casesto establish a baseline

1 boundarythat stays human

4 stepsten minutes each

$0to keep the brief

It interviews before it recommends.

The original four-phase assessment playbook, rebuilt as an autonomous product.

  1. 1

    Discovery interview

    Real workflows, frequency, minutes, inputs, outputs, exceptions, failed attempts, sensitivity, budget, and hourly value. Probing only.

  2. 2

    Current tool research

    Three to seven tools researched from official sources and ranked for a 2–20-person business, its stack, permissions, and budget.

  3. 3

    Verified report

    Effort versus impact, savings ranges, confidence, prices, citations, stop conditions, security caveats, and four ten-minute quick-start days.

  4. 4

    Ask your report

    An AI review desk walks each recommendation and generates checklists, SOPs, starter skills, and acceptance tests.

The payment gate

Evidence first. Capture second.

Stripe places a $95 card authorization. The system captures it only after conservative non-overlapping savings reach five hours per week and every source, fit, privacy, and math check passes.

If not, the authorization is canceled automatically and you receive a smaller no-charge findings summary. A redirect is never treated as proof of payment.

Read the full assessment

A report built to be used Monday.

Every recommendation answers the questions a generic “top AI tools” list leaves open.

Example recommendation

Turn lead follow-up into a measured queue.

Savings range shown
Official source
Vendor pricing and capability page · verified date
Setup
Estimated minutes · permissions · owner
Success
Median reply time falls without raising opt-outs
Stop
Error or opt-out rate exceeds the baseline
Security
No regulated records; minimum scopes only
Confidence
Scored with reasoning and evidence limits

The product improves in loops

Outcomes become memory, not marketing copy.

  1. Ask

    Useful or not useful, immediately.

  2. Measure

    Seven- and thirty-day time before/after.

  3. De-identify

    Raw customer text never becomes public content.

  4. Test

    Candidate prompts shadow historical cases.

  5. Promote or roll back

    Only outcome gains without source, privacy, cost, or reliability regression survive.

The existing field manual

The doctrine remains. Now it supports a job.

Operating loops, agent labor, distribution, transferable businesses, systems, and the marketplace remain linked evidence and discovery surfaces.

From the field manual

Read all field notes →
Jul 26

A Spare Model Is Not a Spare Company

Business continuity does not begin with a second model. It begins when every critical job has durable state, a degraded mode, and an honest handoff when a supplier disappears.

Doctrine · 8 min
Jul 17

A Million Agent Minutes Need a Sampling Plan

Cars24 says its voice and chat agents now handle more than one million conversation minutes a month, without publishing the channel split. At that volume, voice-call quality control cannot mean listening at random. It needs a sampling plan tied to verified business outcomes.

Field note · 7 min
Jul 16

Distribution Is an Operating System

Publishing is an action. Distribution is the loop that chooses an audience, places an offer, reads the response, follows up, and changes what the company builds next. A product without that loop is unfinished.

Distribution · 7 min

Marketplace

Browse transferable operations.

7 current catalogue entries. Private details remain gated by the shared magic-link identity.

Browse opportunities →

Builds

Study the systems. Join autonomous waitlists.

Human-dependent installations remain discoverable as proof, but their checkout is paused until fulfillment can run without staff.

Browse systems →

Start with a real workday

What happened yesterday?

Start the free chat