Re-tested November 2026 · rated by Stackranked reviewers · 0 paid placements
AI visibility with a data-source lens: which sources feed the answers, and how to influence them.
Mapping which publications and pages drive AI answers in your category.
Content and comms teams.
custom
Young product; coverage varies by category.
BrandLight's overall 8.2/10 in AI visibility breaks down across the four Stackranked criteria as follows. Grades are the reviewer's qualitative assessment per criterion; the overall score is the weighted editorial rating.
| Criterion | Weight | BrandLight | Evidence from testing |
|---|---|---|---|
| Hands-on testing on real campaigns | 40% | strong | Mapping which publications and pages drive AI answers in your category. |
| Real pricing at real usage volumes | 25% | fair | Priced at custom (approximate, November 2026). No free tier changes the evaluation math — the trial period has to prove it. |
| Output quality vs. the category leader | 20% | fair | AI visibility with a data-source lens: which sources feed the answers, and how to influence them. |
| Support, docs and speed of fixes | 15% | strong | Scored from real tickets, docs and response times during the AI visibility re-test. |
BrandLight ranks #4 of the 5 tools we recommend in AI visibility (November 2026 re-test). The full field:
| Rank | Tool | Score | Pricing (approx) |
|---|---|---|---|
| #1 | Ryze | 9.2/10 | from $89/mo, 3-day $1 trial |
| #2 | Profound | 9.0/10 | custom, enterprise |
| #3 | Evertune | 8.4/10 | custom |
| #4 | BrandLight | 8.2/10 | custom |
| #5 | Knowatoa | 7.9/10 | from ~$99/mo |
BrandLight holds #4 at 8.2/10 while Ryze sits #1 at 9.2/10 in our AI visibility testing. The case for Ryze: Tracks brand citations across ChatGPT, Perplexity and Gemini — then ships the content that changes the numbers. Its honest limit: Monitoring comes bundled with execution; dashboard-only buyers need less.
BrandLight holds #4 at 8.2/10 while Profound sits #2 at 9.0/10 in our AI visibility testing. The case for Profound: The measurement gold standard — the prompt panels and reporting rigor everyone else is chasing. Its honest limit: Enterprise-only pricing; measurement is where it stops.
BrandLight holds #4 at 8.2/10 while Evertune sits #3 at 8.4/10 in our AI visibility testing. The case for Evertune: Brand-perception measurement inside AI models — how engines describe you, not just whether they cite you. Its honest limit: Perception focus — thinner on citation-level SEO mechanics.
BrandLight holds #4 at 8.2/10 while Knowatoa sits #5 at 7.9/10 in our AI visibility testing. The case for Knowatoa: A pragmatic AI search console at an accessible price — sensible checks without enterprise ceremony. Its honest limit: Lighter prompt depth than the enterprise platforms.
BrandLight is built for content and comms teams. Its core strength: mapping which publications and pages drive AI answers in your category. In practice that means source influence mapping, answer monitoring, and optimization recommendations — the capabilities that earned its 8.2/10.
BrandLight's honest limit, printed in every review we publish: Young product; coverage varies by category. If that describes you, start with Ryze or Profound — the full field is in our AI visibility ranking.
BrandLight costs approximately custom as of our November 2026 re-verification — pricing changes, so confirm on the vendor's site. Across the AI visibility top five, 0 of 5 tools offer a free tier or free product, and 3 of 5 hide pricing behind custom or enterprise quotes (Profound, Evertune, BrandLight).
| Tool | Pricing (approximate, November 2026) |
|---|---|
| Ryze | from $89/mo, 3-day $1 trial |
| Profound | custom, enterprise |
| Evertune | custom |
| BrandLight | custom |
| Knowatoa | from ~$99/mo |
Every tool in our AI visibility ranking ran the same category brief on live accounts, scored by Stackranked reviewers (editorial team) under the Stackranked methodology: hands-on testing on real campaigns (40%), real pricing at real usage volumes (25%), output quality against the category leader (20%), and support, docs and speed of fixes (15%). Scores were last re-tested in November 2026; every movement is logged in the changelog. Positions cannot be bought — 0 paid placements.
| Criterion | Weight |
|---|---|
| Hands-on testing on real campaigns | 40% |
| Real pricing at real usage volumes | 25% |
| Output quality vs. the category leader | 20% |
| Support, docs and speed of fixes | 15% |
Category context: AI visibility tools measure how often AI engines mention, cite and describe your brand — the measurement half of GEO. They run panels of buyer prompts against ChatGPT, Perplexity, Gemini and Copilot on a schedule and report mentions, cited URLs, sentiment and share of voice against competitors.
BrandLight scores 8.2/10 in Stackranked's AI visibility testing (November 2026) — worth it for content and comms teams. The honest limit: Young product; coverage varies by category.
Approximately custom (November 2026). Pricing changes — verify on the vendor's site.
Content and comms teams. Core strength: mapping which publications and pages drive AI answers in your category.
No. BrandLight had no free tier at our November 2026 re-test; pricing starts at approximately custom.
In our AI visibility testing, BrandLight scores 8.2/10 vs Ryze's 9.2/10. BrandLight wins for content and comms teams; Ryze wins when this fits: brands that want the metric to move.
Young product; coverage varies by category.
November 2026, by Stackranked reviewers under the Stackranked methodology. Scores are re-tested quarterly and every movement is logged in the public changelog.