compare_ai_visibility
shallowio.tranx/alice · Verify this server
Compare how visible several websites are to AI answer engines, side by side. Scans 2-4 URLs and ranks them by AI visibility score, showing which blocks AI crawlers, which is server-rendered, and which has answer-ready structured data. Use when someone wants to benchmark their site against competitors, or asks why a competitor gets recommended by AI assistants and they do not.
1 trials · measured 14 days ago
compare_ai_visibility scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.tranx/alice, measured 23 Sept 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- self-provisionable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-09-23 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/5bb9306d-b9a7-4e82-8031-d88ceb867595)