AI-NATIVE GTM / PRACTICE HUB
An AI-native GTM practice hub for solo founders and small service teams. Start with the work that is stuck, from finding customers to improving delivery.
CHOOSE YOUR BOTTLENECK
GTM means deciding who to serve, what to sell and how to deliver. Start with a decision you need to make.
PLAYBOOK 01
You have a prototype but an uncertain buyer. Define the payer, a current problem and a small offer on one page.
Your outputA buyer hypothesis and a scoped paid-pilot proposal
Open the workflow and sheetPLAYBOOK 02
For solo service founders relying on referrals. Choose the stalled step in research, meeting preparation or follow-up.
Your outputA reason to approach each buyer and a concrete next step
Open the workflow and sheetPLAYBOOK 03
Acceptance and learning for an AI-native service company. Follow one job through human review, exceptions and rework.
Your outputA delivery acceptance sheet and feedback for the next offer
Open the workflow and sheetREAD, THEN TRY
The flagship guide explains the full journey from discovery to delivery. This hub helps you write your own hypothesis, limits and decision criteria, then choose a test.
EVIDENCE, NOT PROMISES
These workflows are A&A recommendations. Examples are hypothetical designs, not customer results or conversion evidence. The linked articles distinguish source facts from our interpretation.
If the problem fits one step, test it with tools you already have. Seek advisory help for priorities and responsibilities, or development help for a defined integration.
External AI Strategy Department scopeWorkflow and development scopeA&A / OPERATIONAL NOTE · 2026-09-22
When checking A&A’s site measurement, the returned query-level data showed no clicks. A separate property-level check of the same legacy domain reported 121 impressions and 15 clicks for September 13–21. The query list omits some searches, so its sum was being mistaken for the whole-site result.
The correction is to reconcile the date window, domain, property totals and query-level results separately. AI can retrieve the figures, but the workflow still needs a check of what each figure includes and omits.
This is an observation of our own operations, collected September 22 using Search Console’s Pacific dates. September 20–21 include preliminary data. It is not a customer case, a revenue result or evidence of traffic growth caused by an SEO change.
Read the Search Console API aggregation specificationWORK ON YOUR BUSINESS
Tell us what you offer, who you hope will buy and where progress stalls. Your experiment sheet does not need to be finished.
The External AI Strategy Department supports discussion and direction. The External AI Delivery Department adds building workflows and software within an agreed scope.
First consultation: free. About 60 minutes + a concise summary. An inquiry does not confirm a booking or paid contract.
Review pricing and scope