“AcmeFlow cuts invoice review time by 50% for every small business.”
Evidence before action
Make AI-assisted work reviewable.
Practical tools and fixed-scope services for checking claims, preserving uncertainty, and keeping a person at the approval gate.
- Free
- blank ledger, no gate
- 6
- live buyer paths
- 0
- private credentials requested
CLAIM LEDGER REVIEWABLE
“The draft is polished, so it is ready.”
AI OUTPUT01VerifiedDirectly supported
02Supported inferenceReasoned, clearly labeled
03ContestedCredible conflict is visible
04UnprovenEvidence is not enough
05False / supersededRejected or out of date
HUMAN GATEReview, narrow, or stop.
BUILT FOR
Founders
Small B2B teams
Editors
AI workflow owners
01 / METHOD
Polish is not proof.
Every offer follows one practical chain: identify what matters, test it, preserve what is uncertain, and make the approval boundary explicit.
- 01
Name the claim
Pull the decision-bearing statement out of polished AI prose.
- 02
Open the evidence
Use accessible sources, scope limits, and dates—not model confidence.
- 03
Expose conflict
Record contradictions and missing proof instead of smoothing them away.
- 04
Set the boundary
Separate deterministic steps, AI assistance, and human approval.
- 05
Make the decision
A person reviews the record before content or a workflow moves forward.
02 / WORKED EXAMPLE
See one claim move through the gate.
This fictional example shows the method without implying a client result. The goal is not to make the sentence sound safer. It is to make the evidence boundary inspectable.
Try this method on one claim for freeA fictional four-week pilot recorded median review time falling from 20 to 13 minutes across 120 invoices handled by eight reviewers.
Synthetic teaching data, one workflow, no control group, and a 35% observed change—not 50% and not evidence about every small business.
“In a four-week internal pilot, eight reviewers using AcmeFlow had a 35% lower median invoice-review time across 120 invoices; results may differ by workflow.”
03 / OFFERS
Choose the smallest useful gate.
Start with a self-serve system, or book a bounded review when the decision needs a person behind it.
START SMALLAI Evidence Claim Ledger Starter
$9one-time
A blank CSV ledger, quickstart, worked synthetic example, and single-purchaser license for making AI claims reviewable.
BEST FORA low-risk first step into evidence tracking.
Get the $9 starter
CONTENT QAAI Content Evidence Audit Toolkit
$29one-time
A reusable PDF system with editable ledgers, risk scorecards, rewrite guidance, and a pre-publish checklist.
BEST FORFounders and editors reviewing AI-assisted copy.
Download the toolkit
RESEARCH SYSTEMEvidence-Gated Research Operator
$49one-time
A Codex workflow bundle with five evidence states, decision-brief templates, disconfirmation steps, and an optional structure checker.
BEST FORReviewable AI-assisted decision research.
Get the research operator
DONE WITH YOU24-Hour AI Content Evidence Audit
$250fixed scope
Up to two related B2B drafts and 1,200 total words: material-claim checks, a clean edit, evidence note, and one in-scope revision.
BEST FORPriority copy that needs a human-reviewed claim pass.
View the content audit Prefer Upwork? Buy the approved Project Catalog version
BEFORE YOU BUILDGoverned AI Workflow Diagnostic
$250fixed scope
Map one repetitive digital workflow, separate automation from human approval, and receive a go, narrow, defer, or stop recommendation.
BEST FORDeciding whether a workflow should be automated.
View the workflow diagnosticRECURRING REVIEWMonthly Content Evidence Desk
$799per month
A bounded recurring review desk for one B2B brand, up to four related drafts and 2,400 total words per paid cycle.
BEST FORTeams with a steady, qualified review need.
Requires a completed audit or written fit approval.
See membership fit04 / WORK STANDARD
AI-assisted. Human-reviewed.
AI may help organize, compare, extract, and draft. Source checks, scope decisions, evidence treatment, and final service deliverables remain human-reviewed by Walt AI Studio.
- Uncertainty stays labeled
- Synthetic examples are identified
- No outcome guarantees
- No private credentials requested
Which option should I start with?
Use the free one-claim check to test the method. The $9 starter adds the full 10-minute quickstart, a completed synthetic example, and its purchaser license. Use the $29 toolkit for recurring content QA and the $49 operator for research inside a compatible Codex environment. Choose a $250 service when you want a fixed review done for you. The $799 desk is for qualified recurring work after an audit or written fit approval.
Does the workflow diagnostic include implementation?
No. It maps one workflow, recommends go, narrow, defer, or stop, and defines the acceptance test. Building, deploying, and operating automation are separate scopes.
Do you need passwords or customer data?
No private credentials or customer lists are required. Do not send passwords, regulated personal data, trade secrets, or material you are not authorized to share.
Are results guaranteed?
No. These are quality-control tools and bounded analysis services. They do not guarantee accuracy, compliance, rankings, savings, revenue, conversion, or return on investment, and they are not professional legal, medical, financial, investment, privacy, security, or regulatory advice.
Who is the public seller?
The storefront brand is Walt AI Studio. Purchases and service terms are shown on Ko-fi before payment. Payment processors may display legally required merchant information after a transaction.
A cleaner approval trail