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Free evidence-first workspace

Audit what Google and AI say about your brand

Build a reproducible evidence baseline across brand SERPs and AI answers—without a black-box score, account or audit-data upload.

No signupBrowser-local autosaveBaseline comparisonRestorable CSV
Evidence snapshot

SERP evidence

Search

AI answers

Mention

Sources

Cite

1Record the conditions
2Keep the source evidence
3Save and compare a baseline

The workspace does not automatically query Google or AI platforms. It helps you preserve and compare the real outputs you review.

Why evidence first

A visibility number is only useful when you can inspect what produced it

AI answers can vary by prompt, model, market, account and time. This workspace keeps the underlying observations visible and makes the test conditions part of the audit.

One evidence baseline

Review traditional brand search results and AI answers together instead of treating them as unrelated dashboards.

Conditions stay attached

Preserve the prompt, market, model, date, session state, source URLs and screenshot references needed for a meaningful repeat test.

Compare repeat audits

Save local baselines and compare three transparent indicators without pretending a single response is a universal rank.

Private by design

No account is required. Audit entries autosave in your browser and are never submitted to us.

Your private workspace

Start with evidence, not a black-box score

Load a realistic example, restore an exported audit, or begin from a blank draft. Entries autosave only in this browser.

Audit entries stay in your browser and are never submitted to us.Restoring local draft…
1

Define the repeat-test conditions

Dates, markets, models and session state can change what appears. Record enough context to run a meaningful comparison later.

2

Capture brand SERP evidence

Add each visible result or feature separately. Record what it says, who controls it and the evidence you retained.

SERP result 1

SERP result 2

3

Capture AI-answer evidence

Keep the exact prompt, platform/model, full-answer evidence and cited URLs. A matching word is not automatically a valid brand mention.

AI answer 1

AI answer 2

AI answer 3

4

Read the evidence before choosing an action

These three transparent indicators summarize only the records you entered. They do not predict rankings, traffic or future AI answers.

Effective brand SERP share

—

Owned or earned results without a recorded negative or factual error

Weighted AI mention rate

—

Clear mention = 1; indirect mention = 0.5

Citation coverage of mentions

—

Mentioned answers with at least one recorded source

START

Build a reproducible baseline

Record at least one brand SERP and three stable buyer-intent prompts. Save the market, date, model, session conditions and evidence.

Save a baseline and compare a repeat audit

Saved baselines remain in this browser. Choose one to compare the current draft under a later, carefully matched test condition.

No saved baseline yet. Complete an audit, then save it before your next repeat test.

Keep the evidence trail

Export a human-readable UTF-8 CSV that can also restore this workspace later. Spreadsheet-formula prefixes are escaped before download.

Method boundary

What this workspace does—and does not—claim

It structures observations you collect from real search results and AI answers. It does not simulate live checks, infer hidden training data, guarantee citations or claim that one small prompt set represents every user.

For useful comparisons, keep the prompt set and test conditions as stable as practical, retain full-answer evidence and interpret changes alongside the sources that appeared.