Technical observations, self-reported operations, planning inputs, buyer documents, and content hypotheses answer different questions. Choose the evidence that matches the decision instead of calling every output ‘AI visibility.’
Useful result first · No login · No answer text or URL in analytics
01
OBSERVED WEBSITE SIGNALS
GEO Readiness URL Snapshot
Can public crawlers read and interpret this site?
Inspect 12 public technical and content signals from a URL and return a transparent 0–100 result with evidence and actions.
Use your own commercial data to compare a 12-month search investment. See Pipeline, expected revenue, gross profit, ROI, payback, and the assumptions behind every result.
Basis
User-supplied business assumptions
Output
Incremental Pipeline · Expected revenue · ROI after investment
Compare the websites before you compare the AI answers
Compare one site and up to three competitors across the same 12 observed public GEO readiness signals. No signup and no live-model visibility claims.
Basis
Scan your site and up to three competitors against the same public technical/content readiness contract. See who exposes stronger crawler access, metadata, structured data, hierarchy, discovery, and freshness signals.
Output
One evidence contract, side by side · Your highest-value gaps
Does not measure
This compares observable public-site signals. It does not query AI engines, measure mentions/citations, or infer share of voice.
Configure the sprint before you scope the statement of work.
Turn five scope decisions into a transparent 90-day GEO phase plan, workstream mix, dependencies, and recommended Tenten offer path. No signup or invented estimate.
Basis
Your selected scope
Output
Three-phase execution map · Workstream mix
Does not measure
This is a deterministic planning aid. It does not scan your site, query live models, measure mentions or citations, estimate fees, or predict results.
Compare what vendors can document—not who tells the best story.
Compare up to three GEO agencies across 12 evidence and accountability criteria. Browser-only, ungated, and based entirely on documents you review.
Basis
Name the vendors locally, then rate the evidence each one supplies. ‘Not applicable’ removes that row from its denominator.
Output
Documentation comparison · Export comparison CSV
Does not measure
This scorecard measures documentation completeness from your inputs. It does not validate a vendor, verify its claims, rank service quality, or recommend a winner.
Map the questions a serious buyer might need answered.
Build editable bottom-of-funnel prompt hypotheses across six buyer-decision clusters. Browser-only, no login, with privacy-safe copy and CSV export.
Basis
Use plain category and role language. You can edit every generated line before copying or exporting it.
Output
Your editable BOFU hypothesis map · Download CSV
Does not measure
Every generated prompt is a planning hypothesis. Nothing here is observed search volume, live prompt frequency, verified buyer behavior, model visibility, a mention, or a citation.
Turn a stale-content hunch into an inspectable review queue
Rank a bounded content refresh queue from self-reported age, organic trend, AI citation status, business intent, and source freshness risk. Browser-only and ungated.
Basis
Use a public URL or a stable internal label. Do not enter contact data, confidential client details, unpublished claims, or secrets.
Output
A priority order you can audit · Export local CSV
Does not measure
This is triage, not measurement. The tool has no live access to GA4, GSC, rankings, search volume, traffic, or model answers, and it does not predict lift.