AI visibility tools, head to head
BrandLight vs Semrush AI Visibility Toolkit
Pricing, features and differences, researched August 2026.
BrandLight and Semrush AI Visibility Toolkit both help teams track how AI search platforms describe brands and cite sources. Buyers often compare them when they need a clearer view of visibility in ChatGPT, Google AI Mode, Gemini, and AI Overviews. The main difference comes down to target user and platform scope. BrandLight targets enterprise brands, CMOs, and agencies that need AI visibility data alongside attribution, AI ads, and agentic commerce tools. Semrush AI Visibility Toolkit serves SEO teams and marketers that want prompt-level brand, competitor, citation, and audience insights connected to Semrush’s wider SEO data. Their differences also fall under reporting depth, supported workflows, competitive analysis, and the role AI visibility plays in a team's broader search program. Pricing, team size, and whether you already use Semrush can also shape the decision.
At a glance
BrandLight
Pick it if a demo-led purchase suits you, since the price, the prompt volume and the full engine list are all unpublished.
- Entry price
- Not published - demo only
- Tracked prompts
- Not published - custom
- Free trial
- None - paid pilot reported
Semrush AI Visibility Toolkit
Pick it if you want Semrush data behind the reporting, though it tracks 25 prompts per domain and does not write or publish.
- Entry price
- $99/mo per domain
- Tracked prompts
- 25; +50 for $60/mo
- Free trial
- 0 - demo reports only
Hi, MooseOur AEO tool
Pick it if you want the fix shipped rather than scored: an agent that publishes the change, audio repurposing no other tool here offers at any price, and a built-in model so the AI can cost you nothing.
- Entry price
- $39/mo BYOK; $79/mo AI included
- Tracked prompts
- No hard limit on any plan
- Free trial
- n/a - free plan, no expiry
The row SEOs read first
Founders have SEO backgrounds?
A tool built by people who have done the work makes different choices.
Full comparison
202 rows across 20 categories. Values are quoted as published; where a vendor does not publish a number, the cell says so.
| Feature | BrandLight | Semrush AI Visibility Toolkit | Hi, Moose Our AEO tool |
|---|---|---|---|
| Pricing & cost model | |||
| Free plan available | No | No - and no trial | Yes - free forever, no card |
| Free daily visibility runs, no cap | No | No | Yes - local runs unlimited on every plan |
| Engines free to run daily | 0 | 0 - free checker is one-off | 5 |
| Entry paid price | Not published - demo only | $99/mo per domain | $39/mo BYOK; $79/mo AI included |
| Annual billing discount | Not published | Partial - $99 is the annual-billed rate | Yes - BYOK 2 months free; managed plans ~10% |
| Pricing model | Custom contract, per module | Per domain + per user + prompt packs | Flat plan with monthly AI credit balance, or BYOK |
| Bring your own API key | No | No | Yes - OpenRouter |
| Can run with $0 AI cost to vendor | No | No | Yes |
| Usage metered in one transparent unit | No | No - separate query, prompt, page, export caps | Yes - AI credits, published rate card |
| In-app usage dashboard | Not published | Partial - subscription limit counters | Yes - % used, reset date, pace warning |
| Agency / reseller tier | Partner program, not a tier | No - $90/mo directory listing only | Yes - $149 BYOK Agency; $449+ AI included |
| Affiliate program | No | Yes | Yes |
| Annual contract required | Not published - enterprise terms | Partial - $99 rate is annual-billed | No |
| Free trial length | None - paid pilot reported | 0 - demo reports only | n/a - free plan, no expiry |
| Paid plans pricing range | Not published | $99/mo + add-ons; enterprise custom | $39–$1,999/mo |
| Deployment, privacy & data ownership | |||
| Native desktop app | No | No - iOS/Android apps only | Yes - Windows and macOS |
| Browser-based app | Yes | Yes | No |
| Local-first data storage | No - cloud SaaS | No - cloud SaaS | Yes - local database on the device |
| Works offline | No | No | Partial - local models and stored data; engine checks need the web |
| On-device AI Inference | No | No | Yes |
| Local model sizes offered | 0 | 0 | 3 |
| Data export on cancellation | Not published | CSV, Excel, Sheets, PDF; 10 exports/day | CSV, PDF, DOCX exports plus full local backup |
| SOC 2 certification | SOC 2 Type II | Claimed on enterprise pages, not security page | Pending |
| ISO certification | Not published - GDPR stated | Not published - PCI DSS Level 1 only | No |
| Local backup and restore | No | No | Yes - export and import a backup file |
| Visibility & prompt tracking | |||
| Engines tracked | 6 named; full list not published | 5 surfaces; 3–4 per report | 10; 5 of them also collected locally |
| Real consumer-surface capture | Not published | Yes - clickstream and live queries, not LLM APIs | Yes - 5 engines read from the device, no API |
| ChatGPT | Yes | Yes | Yes |
| Claude | Yes | No | Yes |
| Gemini | Yes | Yes | Yes |
| Google AI Mode | Not published | Yes | Yes |
| Google AI Overviews | Yes | Partial - research reports only | Yes |
| Grok | Yes | No | Yes |
| Bing Copilot | Yes | No - separate enterprise product | Yes |
| DeepSeek | No | No | Yes |
| Meta AI | No | No | Yes |
| Tracked prompts included | Not published - custom | 25; +50 for $60/mo | No hard limit on any plan |
| Samples per prompt configurable | Not published | No - 1 run/day | Yes |
| Run cadence options | Not published | Daily; brand reports weekly | Multiple times a day, weekly, monthly, and on-demand |
| On-demand run now | Not published | Not published | Yes |
| Instant one-off check | No | Yes - free web checker | Yes |
| Prompt manager | Yes - vendor-assisted setup | Yes - CSV/TXT import, tags | Yes |
| Branded vs non-branded classification | Yes | Partial - brand reports only | Yes |
| Prompt categories and topics | Yes - topics, personas, regions | Yes - tags + AI topic clusters | Yes |
| Per-prompt model selection | Not published | No - one engine per campaign | Yes |
| Brand name variant support | Yes - brands and sub-brands | Yes - context-aware name matching | Yes - secondary brand terms |
| Brand multi-domain support | Yes - uncapped | No - $99/mo per extra domain | Yes - secondary owned domains |
| Suggested prompts from Google Search Console | No | No | Yes - real GSC questions |
| Suggested prompts from competitor gaps | Partial - topic suggestions | Partial - competitor research report | Yes |
| Perplexity | Yes | Partial - brand reports only | Yes |
| Scoring & analysis | |||
| Mention detection | Yes | Yes | Yes |
| Citation detection | Yes - domain and page level | Yes - domain and page level | Yes - domain and page level |
| Sentiment scoring | Yes | Partial - brand reports only, weekly | Yes |
| Average position / rank | Yes | Yes | Yes |
| Share of Voice | Yes | Partial - brand reports only | Yes |
| Share of Mentions | Yes - 0–100 visibility score | Yes - 0–100 visibility score | Yes |
| Share of Citations | Partial - source influence share | Partial - citation share by domain | Yes |
| Narrative drift detection | Partial - sentiment and bias score | Partial - weekly snapshots, manual compare | Yes - scored against a brand truth profile |
| Feature-parity / accuracy scoring | No - no ground-truth check | Partial - feature sentiment, no ground truth | Yes |
| Untracked brand extraction | Partial - competitor ranking tables | Yes | Yes - with sentiment and average rank |
| Cited source categorization | Yes - media, social, review, partner | Yes - own, competitor, social, knowledge base, other | Yes - 8 source types |
| Topic-level breakdown | Yes | Yes | Yes |
| Engine-level breakdown | Yes | Yes | Yes |
| Competitor tracking | Yes | Yes - auto-identified, editable | Yes - or promote any brand seen in results |
| Competitors included | Not published | 9 in brand reports | 15 |
| Visibility gap analysis | Yes - category coverage map | Yes - topic and citation gaps | Yes |
| ChatGPT fan-out capture | Not published | No | Yes |
| AI Mode grounding queries capture | No | No | Yes - the live grounding searches |
| Bing Index probe | No | No | Yes |
| AI crawler access check | Yes - robots plus server logs | Yes - 8 bots, robots.txt, 100 pages | Yes - retrieval, live fetch and training |
| Reporting & exports | |||
| Executive dashboard | Yes - cross-brand and region | Yes | Yes |
| AI-written narrative summary | Partial - priority insight cards | Yes - in brand reports | Yes |
| Data export | Not published | Yes - CSV, Excel, Sheets, PDF; 10/day | Yes - CSV |
| Branded PDF report | No | Add-on, $20/mo | Yes |
| Scheduled email reports | Not published | Yes - daily, weekly or monthly | Yes - paid, per-user opt-in |
| Action log with export | No | No | Yes - CSV on paid managed plans |
| Historical data retention | Not published | Weekly snapshots; no cap published | No cap - stored on device,. Paid plans offer 400 day backup on-cloud; audio analytics 180–365 days |
| Taking action (the AEO loop) | |||
| Covers full loop: track → fix → verify → deploy | No - no fix or deploy step | No - no fix or deploy step | Yes |
| Page-level AEO audit | No - site-level health score | No - site-level score, 100 pages | Yes |
| Scored categories | 0 per page; 4 site-level issue types | 0 - single composite score | 9 |
| Retrieval-readiness scoring | No | No | Yes - deterministic dense retrieval |
| Evidence tiers on recommendations | No - priority ranking only | No - severity only | Yes - proven, directional, best-practice |
| Element-level rewrite suggestions | No - structure and tone scoring | No | Yes - element, character budget, before and after |
| Second-model QA pass | No | No - human review | Yes - pass, revised or needs human review |
| Static crawler-view snapshot | No | Partial - crawl as an AI bot, no screenshot | Yes - full-page screenshot, JavaScript off |
| Audit input sources | Site crawl and server logs | Site crawl only, 100 pages | Live URL, pasted text, file, WordPress, Webflow, Grav |
| Baseline vs verification re-runs | Partial - issues-over-time chart | Partial - crawl comparison, not AI | Yes - compares against the baseline |
| Recommendation status tracking | Not published | No | Yes - planned, staged, completed |
| Visibility data sets page priority | Yes | Partial - cited pages report | Yes - defend, recover, convert, earn |
| Search Console sets page priority | No | No | Yes - protect, balanced or expand |
| Branded audit PDF | n/a - no AI page audit | Add-on, $20/mo | Yes |
| CMS integration & publishing | |||
| WordPress | No | No - separate content product | Yes - official plugin, production and staging |
| Webflow | No | No | Yes - OAuth MCP, pages and collection items |
| Framer | No | No | On roadmap |
| Grav | No | No | Yes - official plugin |
| Shopify | No - retailer listings read only | No | On roadmap |
| Surgical element-level edits to live page | No | No | Yes |
| Preview before applying | No | No | Yes |
| Staging environment support | No | No | Yes - WordPress, with promote to production |
| One-click rollback | No | No | Yes - WordPress |
| Patch history per site | No | No | Yes - WordPress |
| Visual placement picker | No | No | Yes - pick the spot on the rendered page |
| Push Schema JSON-LD into page | No | No | Yes - FAQPage schema |
| Publish approval gate | n/a - never publishes | n/a - never publishes | Yes - always, including scheduled runs |
| Agentic capability | |||
| Truly agentic (agent chooses its own steps) | No | No | Yes - plans and executes against the live web |
| Fixed-workflow automation only | No workflow builder either | No workflow builder either | No - workflows exist alongside the agent |
| Agents can run on local model at zero cost | No | No | Yes |
| Multi-agent panel | No | No | Yes - two extra agents, paid plans |
| Live browser view | No | No | Yes |
| Take control mid-run | No | No | Yes |
| Steer agent while running | No | No | Yes - talk to any agent mid-job |
| Background execution | No | No | Yes - with notify on completion |
| Approval gate before real-world actions | n/a - takes no actions | n/a - takes no actions | Yes |
| Long-running deep work jobs | No | No | Yes |
| Scheduled agent jobs | No | No - scheduled crawls and exports only | Yes - daily, weekdays, weekly, monthly |
| Agent produces saved artifacts | No | No | Yes - briefs, drafts, FAQs, audits |
| Evidence capture | Partial - stored AI answers | Yes - stored AI answers and snapshots | Yes - screenshots and captured proof |
| Searchable job history | No | No | Yes |
| Chat & assistant | |||
| Agentic chat with mid-answer tool calls | No | No - recommendation cards, not chat | Yes |
| Model picker per conversation | No | No | Yes |
| LLM models available | n/a | n/a | 27 hosted + 3 local; any model on BYOK |
| Chat memory across conversations | No | No | Yes - semantic search over past chats |
| Live web search | No | No | Yes |
| Fetch and read URLs | Partial - crawls your own domains | Partial - crawls a URL you enter | Yes |
| Semantic search over your own site | No | No | Yes - on-device index |
| Topic coverage check | Partial - category coverage map | Partial - topic and citation gap reports | Yes - covered, partial or not covered |
| File attachments | No | No | Yes - txt, md, doc, docx, pdf, images |
| In-app screenshot capture | No | No | Yes - screen or window, with crop |
| Custom specialists with own tool access | No | No | Yes - plus 6 presets |
| Image generation | No | No - separate content product | Yes |
| Content generation | |||
| Research-backed briefs | Partial - topic and structure guidance | No - separate content product | Yes |
| Live SERP / PAA research | No | No - AI topic and question data only | Yes - plus related searches and AI search snapshots |
| Full draft generation | Not published - direction, not drafts | No | Yes |
| Brand voice grounding | No | No | Yes |
| Brand truth profile | Partial - brand facts and bias score | No - brand name and domain only | Yes |
| Internal linking placement | No | No | Yes |
| Featured image generation | No | No | Yes |
| FAQ generation with schema export | No | No | Yes - HTML and JSON-LD |
| Key points extraction | No | No | Yes - pushable into the live pag |
| AI-tell removal pass | No | No | Yes - paid, toggleable |
| Artifact library | No | No | Yes |
| Export formats | Not published | CSV, Excel, Sheets, PDF | Markdown, HTML, DOCX, PDF, TXT |
| Revise artifacts in place | No | No | Yes |
| Deploy directly to CMS | No | No | Yes |
| Content repurposing / audio | |||
| Turn any page into audio | No | No | Yes - URL, pasted text or file |
| Two-voice conversation format | No | No | Yes |
| Voices | 0 | 0 | 30 |
| Languages | 0 | 0 | 24 |
| Length options | n/a | n/a | Short, standard, deep dive |
| Embeddable audio player | No | No | Yes |
| Player theming and layout | No | No | Yes - theme, layout, accent, title, transcript |
| White-label audio attribution | No | No | Yes - agency plans |
| Attribution backlink to agency | No | No | Yes - real link in page HTML |
| Listening analytics | No | No | Yes - plays, completion, listen time |
| BYOK audio generation | No | No | Yes |
| Site crawl & monitoring | |||
| Automatic site discovery | Yes - multi-domain | Yes - crawler and sitemap | Yes |
| Scheduled full-site crawl | Yes - plus AI bot logs | Partial - AI checks capped at 100 pages | Yes - weekly or on demand |
| Monitored page management | Partial - domain level | Partial - one crawl campaign, 100 pages | Yes |
| Batched change digests | No | Partial - crawl comparison alerts | Yes |
| On-device semantic index | No | No | Yes |
| Page freshness tracking | Partial - crawl frequency | Partial - crawl-to-crawl changes | Yes |
| Entity & knowledge graph | |||
| Site-wide entity graph | No | No | Yes |
| Inferred relationships | No | No - brand and sub-brand matching only | Yes |
| Salience scoring | No | No | Yes |
| Graph readable by AI agent | No | No | Yes |
| Graph export | No | No | Yes - CSV and PDF |
| Automation & workflows | |||
| Visibility-threshold triggers | Not published | No | Yes - mentions or citations, all or one topic |
| Pre-built recovery recipe | No | No | Yes - detect, locate, audit, stage a fix |
| Conditional branching | No | No | Partial - branches on whether a matching page exists |
| Scheduled content cadence | No | No | Yes - daily to monthly |
| Workflow reports | No | No - scheduled exports only | Yes - posted to the inbox |
| Alerts & inbox | |||
| Unified project inbox | Partial - recommendations panel | Partial - recommendation cards on dashboard | Yes |
| Native OS notifications | No | No - mobile app push only | Yes - Windows and macOS |
| Customized notifications with severity thresholds | Partial - priority labels only | No | Yes - per project |
| Email digest | Not published | Yes - scheduled exports | Yes |
| Teams & workspaces | |||
| Seats included | Not published | 1 | Unlimited on paid managed; 10 BYOK Premium, 25 BYOK Agency |
| Cost per additional seat | Not published | $99/mo per user | $0 on paid managed plans, +$7 per seat for BYOK plans |
| Shared allowance across team | n/a - no metered allowance | Partial - brand slots pool, access does not | Yes |
| Per-member usage visibility | Not published | Partial - limit allocation per user | Yes |
| Multi-project workspaces | Yes - brands and regions | No - 1 folder | Yes |
| Projects included | Custom | 1 folder, 1 brand domain | 1 free, 3–10 managed, 25–unlimited agency; +$10 each |
| Archive and restore projects | Not published | Not published | Yes |
| Per-project API keys | Not published | No - account-level | Yes - rotatable |
| SSO / SAML | Not published | Enterprise only | Roadmap |
| Agency & white-label | |||
| White-label PDF reports | No | Add-on, $20/mo | Yes - visibility report and audit |
| Custom logo, color and link | No | Add-on, $20/mo | Yes |
| White-label audio player | No | No | Yes - custom attribution text and link |
| Client-facing backlink | No | No | Yes |
| Dedicated agency tier | No - co-sell partner program | No - $90/mo directory listing | Yes - four tiers |
| Client sub-accounts | Partial - multi-brand workspaces | No - client portal discontinued | No - clients are projects, no client logins |
| Integrations | |||
| Google Search Console | Not published | Partial - via $10/mo report add-on | Yes - OAuth, credentials stay on device |
| Google Analytics | Not published | Partial - via $10/mo report add-on | Roadmap |
| MCP connector support | No | No - needs an SEO or bundled plan | Partial - Webflow connects over MCP |
| Public API | Not published | No - separate SEO plan | No - project keys for own plugins only |
| Slack | No | No | No |
| Zapier | No | No | No |
| Custom connection support | Partial - server log ingestion | Partial - report integrations on $20/mo add-on | Yes - request a connection, paid plans |
| Platform & support | |||
| UI languages | 1 (English); tracks many | 14 | 6 |
| Troubleshooting and recovery tools | No | No | Yes |
| In-app help agent | No | Partial - recommendation cards, live chat | Yes |
| Done-for-you service available | Yes - assigned AI strategist | No - partner agency directory | Yes |
| Team | |||
| Founders have SEO backgrounds | No. Founder Imri Marcus, is a serial entrepreneur with prior exits in media and AI. | Yes. | Yes. Founder Sam Morris has 15+ years in SEO and software engineering. |
Which one to pick
BrandLight fits enterprise teams that need a Fortune 500-focused platform, SOC 2 Type II certification, and done-for-you support. Semrush AI Visibility Toolkit fits teams already invested in Semrush that want AI visibility reports alongside its wider SEO data. It also offers a browser-based app and supports 14 UI languages.
Hi, Moose fits small businesses and agencies that need to track, improve, verify, and publish work in one product. It tracks 10 engines, including Claude, DeepSeek, Meta AI, Grok, Bing Copilot, ChatGPT, Gemini, Google AI Mode, Google AI Overviews, and Perplexity. It also captures ChatGPT fan-out queries and live Google AI Mode grounding queries, then uses that evidence to guide page-level AEO audits.
Cost and usage rules also differ. Hi, Moose has a free plan with no card required, unlimited local daily visibility runs, and five engines that users can run daily. Paid plans start at $39 per month with BYOK or $79 per month with AI included. Its published AI credit rate card, usage dashboard, and OpenRouter BYOK option give teams a clearer way to manage spend than per-domain, per-user, prompt-pack, or custom-contract models.
Hi, Moose runs as a Windows and macOS desktop app, stores data in a local database, and supports on-device AI inference with three local model sizes. Teams that need a browser-only tool may prefer BrandLight or Semrush. Teams that want local backups, local model options, and the ability to run with no AI cost to the vendor may prefer Hi, Moose.
The main difference comes after visibility tracking. Hi, Moose audits individual pages across nine scored categories, prepares element-level edits, runs a second-model QA pass, and compares verification runs against a baseline. Its WordPress, Webflow, and Grav connections can stage edits, show a preview, and require approval before publishing. BrandLight and Semrush can help teams understand AI visibility, but the matrix does not show either product offering the same fix, verify, and deploy loop.
For agencies, Hi, Moose also includes dedicated agency tiers, white-label PDF reports, branded audio players, and client-facing attribution links. Paid managed plans include unlimited seats, while BYOK plans include 10 or 25 seats depending on tier. For teams that need enterprise services or a broader existing Semrush setup, the alternatives may make sense. For SMBs and agencies that want transparent costs, local control, broad engine tracking, and approved changes pushed toward live pages, Hi, Moose provides the more complete option.
Sources and research date
Researched August 2026
Every value comes from vendor pricing pages, public docs or a live account. Where a vendor does not publish a number, the cell says not published instead of an estimate. Plans change often. If a row is wrong, tell us and we will date the correction.
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