---
title: "Scale With Search | Stop Re-Explaining Your Business to AI"
description: "Agent architecture for business memory your AI agents can read before work begins. Keep the sources, corrections, approval rules, receipts, and stopping point."
url: "https://scalewithsearch.com/"
source: "React server rendering"
---
## Site navigation

- [Scale With Search](https://scalewithsearch.com/)
- Work with me
  - Start here
    - [Agent Architecture Consult ($200)](https://scalewithsearch.com/consult)
    - [Amnesia Audit ($750)](https://scalewithsearch.com/audit)
  - Build and continue
    - [Reviewed Build Seat ($2,500 per outcome)](https://scalewithsearch.com/work)
    - [Continued review (after acceptance)](https://scalewithsearch.com/work)
  - Tools and access
    - [Store (Whop tiers)](https://scalewithsearch.com/store)
    - [Working Context Lab membership](https://scalewithsearch.com/membership)
    - [Build Seat sheet](https://scalewithsearch.com/build-seat.html)
- For your business
  - Trades and home services
    - [Auto body and collision shops](https://scalewithsearch.com/for/auto-body-and-collision-shops)
    - [Foundation and home repair contractors](https://scalewithsearch.com/for/foundation-and-home-repair)
    - [Garage door and fencing contractors](https://scalewithsearch.com/for/garage-door-and-fencing-contractors)
    - [HVAC contractors](https://scalewithsearch.com/for/hvac-contractors)
    - [Janitorial and commercial cleaning companies](https://scalewithsearch.com/for/janitorial-and-commercial-cleaning)
    - [Locksmiths](https://scalewithsearch.com/for/locksmiths)
    - [Moving companies](https://scalewithsearch.com/for/moving-companies)
    - [Pest control companies](https://scalewithsearch.com/for/pest-control-companies)
    - [Plumbing and electrical contractors](https://scalewithsearch.com/for/plumbing-and-electrical-contractors)
    - [Restoration and water or fire damage companies](https://scalewithsearch.com/for/restoration-and-water-fire-damage)
    - [Roofing companies](https://scalewithsearch.com/for/roofing-companies)
    - [Towing companies](https://scalewithsearch.com/for/towing-companies)
    - [Tree services and landscaping companies](https://scalewithsearch.com/for/tree-services-and-landscaping)
  - Practices and professional services
    - [Bookkeeping and tax practices](https://scalewithsearch.com/for/bookkeeping-and-tax-practices)
    - [Chiropractic and physical therapy clinics](https://scalewithsearch.com/for/chiropractic-and-physical-therapy-clinics)
    - [Dental practices](https://scalewithsearch.com/for/dental-practices)
    - [Family and criminal defense law firms](https://scalewithsearch.com/for/family-and-criminal-defense-law-firms)
    - [Med spas and aesthetics practices](https://scalewithsearch.com/for/med-spas-and-aesthetics)
    - [Personal injury law firms](https://scalewithsearch.com/for/personal-injury-law-firms)
    - [Veterinary clinics](https://scalewithsearch.com/for/veterinary-clinics)
  - Agencies, MSPs, and manufacturing
    - [IT and managed service providers](https://scalewithsearch.com/for/it-and-managed-service-providers)
    - [Machine shops and precision manufacturers](https://scalewithsearch.com/for/machine-shops-and-precision-manufacturing)
    - [Marketing agencies and freelancers](https://scalewithsearch.com/for/marketing-agencies-and-freelancers)
    - [Small manufacturers and fabricators](https://scalewithsearch.com/for/small-manufacturers-and-fabricators)
  - [All industries](https://scalewithsearch.com/for/)
- Learn
  - Start here
    - [How it works](https://scalewithsearch.com/how-it-works)
    - [Free Starter Kit](https://scalewithsearch.com/kit/business-memory-starter-kit.zip)
    - [Synthetic specimen](https://scalewithsearch.com/specimen/amnesia-audit-specimen.zip)
  - Guides
    - [The Complete Guide to Business Memory for AI Agents](https://scalewithsearch.com/articles/business-memory-for-ai-agents-guide)
    - [The Complete Small-Business Guide to AI Agent Governance](https://scalewithsearch.com/articles/ai-agent-governance-guide-small-business)
    - [The Complete Guide to Leaving Vendor AI Memory](https://scalewithsearch.com/articles/leaving-vendor-ai-memory-guide)
  - Articles by cluster
    - [Business memory](https://scalewithsearch.com/articles/)
    - [Agent governance](https://scalewithsearch.com/articles/)
    - [Migration and ownership](https://scalewithsearch.com/articles/)
  - For machines
    - [llms.txt](https://scalewithsearch.com/llms.txt)
    - [llms-full.txt](https://scalewithsearch.com/llms-full.txt)
    - [Machine view](https://scalewithsearch.com/?view=machine)
- Company
  - Evidence
    - [Proof](https://scalewithsearch.com/proof)
  - Company
    - [About](https://scalewithsearch.com/about)
  - Partners
    - [Partners and affiliates](https://whop.com/scale-with-search-9237)

# Stop re-explaining your business to AI.

Nothing you told it is written anywhere you own. Send the one task that keeps resetting. It comes back running from files you keep, with a receipt for every step.

[Get the $750 Amnesia Audit→](/audit#get-audit) $750. Credited in full to the build. Scoping is free.

1   facts.md  what you know

2   task-brief.md  what the agent may read

3   output.md  checked, dated

Yours to open, move, or hand to the next agent, on the machine you choose

Synthetic example. Not a client result.

## One recurring task, checked against files

Task

Draft this week's status note for Harborline HVAC using only the source facts.

Source facts

- 1 Harborline HVAC installs residential heat pumps in Travis County only.

- 2 The current job is 412 Maple Lane. The outdoor unit is set. The line set is not yet brazed.

- 3 The homeowner asked not to be contacted after 6 p.m. and prefers text.

Unchecked draft

Harborline HVAC can take commercial work anywhere in Texas. Call the homeowner at 412 Maple Lane tonight to confirm the finished braze.

Checked output

Harborline HVAC is on a residential heat-pump install at 412 Maple Lane in Travis County. The outdoor unit is set. The line set is not yet brazed. Text the homeowner before 6 p.m. if a status update is needed.

Retained correction

The homeowner asked not to be contacted after 6 p.m. and prefers text. The line set is not yet brazed.

## Turn one recurring task into written instructions.

01

NAME THE REPEAT

Pick the task you have re-explained to a chatbot more than three times. The status note. The proposal. The Monday review. If it has a finish line, it qualifies.

02

GATHER THE EVIDENCE

Pull the facts, the decisions, and the last fix you gave out of the chat log they died in. They go into files with names.

03

WRITE THE BRIEF

Write down what the agent is allowed to read, what it never touches, and what "done" looks like. One page. If you cannot write it, no model can guess it.

04

SAVE THE FIX

File the checked output next to its sources. The next run starts from a correct answer instead of from zero.

[Read the full method →](/how-it-works)

## Leave with something you can open.

0 1  source material  →

0 2  written assignment  →

0 3  checked output

The source record

facts.md + decisions.md + corrections.md

Facts, decisions, examples, standards, and corrections in readable Markdown. Open them in any editor. Worked when a new agent gets the client right without you in the room.

The task brief

source-map.md → task-brief.md → output.md

One written assignment that names allowed inputs, private material, and the finish line. Worked when the output stops needing your rewrite.

The runbook

runbook.md + receipts/ + stopping-point.md

How to run it, check it, correct it, and stop it. Every automated job names the receipt it owes you. Worked when a fix you gave once still holds on the tenth run.

Files:  yours   Models:  named, swappable, and movable to a machine you own

## Check the evidence before you hire me.

[ARCH-01 · Public architectureMITOwned Record reference architecture, licensed for reuseBrowse code →](https://github.com/b2bvic/owned-record)[SPEC-01 · Synthetic specimenDEMOA made-up HVAC shop, its files, one checked output, and the correction that stuckDownload demonstration →](/specimen/amnesia-audit-specimen.zip)[OPS-01 · Setup smoke testCIFresh-clone setup and hook syntax checked on every pushInspect checks →](https://github.com/b2bvic/owned-record/actions)[SAFE-01 · Write receiptsJSONLDry runs, duplicates, failures, and executed writes logged line by lineRead the source →](https://github.com/b2bvic/safe-api)

Three anonymized service records

CASE-01

An operator carrying several roles

Two years of prompts and answers locked in a vendor export he could not open.

I pulled it into readable files, split the credentials out, and mapped each work lane to the context he already used.

WORK MOVED TO OWNED FILES

CASE-02

A licensed professional

Several agent tools, one privacy line that could not be crossed, and no idea what to build first.

One hour set the order: triage at the front desk, one approval point, then the record.

BUILD ORDER DOCUMENTED

CASE-03

An advertising operator

Reporting, team records, and test logs with nobody able to say how they connected.

The build named the read-only inputs and the health checks. Final owner handoff is still pending.

BUILD COMPLETE · HANDOFF PENDING

Each entry describes engagement status, not a measured outcome. Identities withheld. External acceptance proof is not yet published. Proof here means an accepted output or a dated receipt, never a kind reply.

PROOF-0 1  source material  →

PROOF-0 2  task brief  →

PROOF-0 3  dated receipt

Run your own check

The repo shows a reference architecture. The ZIP shows a synthetic handoff shape.

Open either one. If the mechanism does not survive inspection, do not buy the build.

[Inspect the public repo](https://github.com/b2bvic/owned-record)[Download the specimen](/specimen/amnesia-audit-specimen.zip)[Walk through the evidence](/proof)

Evidence:  mechanism and status, not outcomes

## One service. Three ways in.

Record  01  consult-recording.mp4 + next-30-days.md

Agent Architecture Consult, $200

You keep meaning to set this up properly and never start.

Bring the setup and the decision you have been putting off. One recorded hour. Two business days later you get a 30-day build order and a list of what to leave alone. Worked when you can say what comes next without asking me.

- +recording

- +transcript

- +next-30-days.md

[See the $200 Consult](/consult)

Record  02  source-map.md + tested-output.md + install-plan.md

Amnesia Audit, $750

Credited in full toward the build.

One recurring task with source material.

Send the source material. One session on your screen. You leave with a source map, one output that passed its own check, and the install plan.

- +source map

- +one tested output

- +install plan

[Get the $750 Amnesia Audit](/audit#get-audit)

Record  03  roles/ + task-briefs/ + runbook.md

Reviewed Build Seat, $2,500 per outcome

You know the outcome. Your agents keep improvising how to reach it.

My agents draft the roles, permissions, task brief, and runbook. I review the files against the named outcome before delivery. Worked when the outcome ships from the runbook without me.

- +reviewed files and runbook

- +acceptance list and receipts

- +one correction pass

Write the outcome, the sources, and the acceptance line before you pay. Scoping costs nothing.

Continued review, $750 per week, offered only after an accepted outcome.

[Start a Build Seat](/work#build-seat-scope)

If you want a chatbot that sounds smart in a demo, this is the wrong page.

Ownership boundary

The model is replaceable. Your operating instructions are not.

Every engagement ends with readable files, a finish line, and your approval rules. Every automated step writes a receipt naming what it read, what it did, and which model answered. Nothing sends, publishes, books, or spends without you.

[Read the architectureOpen-Source Repo →](https://github.com/b2bvic/owned-record)

## What runs where

I own the operating files and name the hosts they run on. Judgment and coding still run on labeled hosted models.

Today

One open model (Qwen 3 14B, 9.3 GB) runs on the M4 Pro as of 2026.08.27; the first bounded rail on it is the next receipt. That tier handles reads, classification, recon, and lint. It is the honest ceiling of 24 GB of unified memory, and I will not pretend it is more.

Still hosted

Judgment and coding run on hosted models. Those seats stay labeled hosted on this page until the day they move. There is no "transitioning to" language here. The label changes when the weights are on my disk and the inference runs on my hardware.

Late October 2026

A Mac Studio with 512 GB of unified memory arrives. That serves models in the 405 billion and 671 billion parameter class at 4-bit. When it lands I publish the first benchmark on one bounded job, answers per dollar against the hosted seat it replaces, and I move rails one at a time with a receipt for each.

What this buys you

Nothing, until you want it. It is the same architecture you get in files, running where I can point at it. When a build needs to run on your own hardware instead of mine, the road to that is already paved.

One email when something ships. No sequence.

Email address          Notify me

----

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Scale With Search  2026  [scalewithsearch.com](https://scalewithsearch.com)
```
