AI visibility tools, head to head
BrandLight vs SE Ranking
Pricing, features and differences, researched August 2026.
BrandLight and SE Ranking overlap where SEO teams need to track brand visibility in AI search. Both help teams see how platforms such as Google AI Overviews, ChatGPT, Gemini, and Perplexity surface a brand. They serve different starting points, though. Teams often compare them when AI search becomes part of an existing SEO workflow. BrandLight focuses on enterprise AI visibility, including query and source analysis, attribution, AI ads, and agentic commerce. SE Ranking combines AI visibility tracking with keyword research, rank tracking, site audits, backlink research, content optimization, and agency reporting. The main differences fall into target customer, scope of tools, AI visibility depth, reporting and client management, and pricing approach. BrandLight suits Fortune 500 brands, CMOs, and agencies that need dedicated tools to shape AI-driven discovery. SE Ranking suits agencies, in-house teams, businesses, and SEO professionals that want a broad SEO platform alongside AI search tracking.
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Pick it if a demo-led purchase suits you, since the price, the prompt volume and the full engine list are all unpublished.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
SE Ranking
Pick it if you want rank tracking and AI answers on one bill, keeping in mind the AI side runs one check per engine.
- Entry price
- $129/mo suite; $99/mo standalone
- Tracked prompts
- 100–250 daily; 1 check per engine
- Free trial
- 14 days; 10 days standalone
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 | SE Ranking | Hi, Moose Our AEO tool |
|---|---|---|---|
| Pricing & cost model | |||
| Free plan available | No | No - 14-day trial | Yes - free forever, no card |
| Free daily visibility runs, no cap | No | No - 5 free checks/day on their site | Yes - local runs unlimited on every plan |
| Engines free to run daily | 0 | 5 - free web tool only, no account data | 5 |
| Entry paid price | Not published - demo only | $129/mo suite; $99/mo standalone | $39/mo BYOK; $79/mo AI included |
| Annual billing discount | Not published | Yes - 20% | Yes - BYOK 2 months free; managed plans ~10% |
| Pricing model | Custom contract, per module | Limit tiers + per-check add-on | 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 | Partial - 1 check = 1 prompt × 1 engine | Yes - AI credits, published rate card |
| In-app usage dashboard | Not published | Partial - plan limit counters | Yes - % used, reset date, pace warning |
| Agency / reseller tier | Partner program, not a tier | Add-on, +$69/mo | Yes - $149 BYOK Agency; $449+ AI included |
| Affiliate program | No | Yes | Yes |
| Annual contract required | Not published - enterprise terms | No - but add-ons are annual only | No |
| Free trial length | None - paid pilot reported | 14 days; 10 days standalone | n/a - free plan, no expiry |
| Paid plans pricing range | Not published | $129–$279/mo + add-ons | $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 + API anytime | CSV, PDF, DOCX exports plus full local backup |
| SOC 2 certification | SOC 2 Type II | Not published | Pending |
| ISO certification | Not published - GDPR stated | Not published | 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 - all on every plan | 10; 5 of them also collected locally |
| Real consumer-surface capture | Not published | Yes - UI queries, not 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 | Yes | Yes |
| Grok | Yes | No | Yes |
| Bing Copilot | Yes | No | Yes |
| DeepSeek | No | No | Yes |
| Meta AI | No | No | Yes |
| Tracked prompts included | Not published - custom | 100–250 daily; 1 check per engine | No hard limit on any plan |
| Samples per prompt configurable | Not published | No | Yes |
| Run cadence options | Not published | Daily; weekly in standalone tool | 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 tool, 5/day | Yes |
| Prompt manager | Yes - vendor-assisted setup | Yes - groups, CSV import | Yes |
| Branded vs non-branded classification | Yes | Not published | Yes |
| Prompt categories and topics | Yes - topics, personas, regions | Yes - groups and topics | Yes |
| Per-prompt model selection | Not published | Partial - engines set per prompt set | Yes |
| Brand name variant support | Yes - brands and sub-brands | Partial - aliases in standalone tool | Yes - secondary brand terms |
| Brand multi-domain support | Yes - uncapped | Partial - one site per project | 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 - topics and untracked AIO keywords | Yes |
| Perplexity | Yes | Yes | Yes |
| Scoring & analysis | |||
| Mention detection | Yes | Yes - linked and unlinked | Yes |
| Citation detection | Yes - domain and page level | Yes | Yes - domain and page level |
| Sentiment scoring | Yes | Partial - standalone tool only | Yes |
| Average position / rank | Yes | Yes | Yes |
| Share of Voice | Yes | Yes | Yes |
| Share of Mentions | Yes - 0–100 visibility score | Yes | Yes |
| Share of Citations | Partial - source influence share | Partial - source frequency by domain | Yes |
| Narrative drift detection | Partial - sentiment and bias score | No | Yes - scored against a brand truth profile |
| Feature-parity / accuracy scoring | No - no ground-truth check | No | Yes |
| Untracked brand extraction | Partial - competitor ranking tables | Yes | Yes - with sentiment and average rank |
| Cited source categorization | Yes - media, social, review, partner | Yes - media, blogs, forums | Yes - 8 source types |
| Topic-level breakdown | Yes | Yes | Yes |
| Engine-level breakdown | Yes | Yes | Yes |
| Competitor tracking | Yes | Yes | Yes - or promote any brand seen in results |
| Competitors included | Not published | 5–15 domains | 15 |
| Visibility gap analysis | Yes - category coverage map | Yes - sources citing rivals, not you | 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 | No | 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 | Partial - templated insight cards | Yes |
| Data export | Not published | Yes - CSV, API, Looker Studio | Yes - CSV |
| Branded PDF report | No | Yes - +$69/mo add-on | Yes |
| Scheduled email reports | Not published | Yes | Yes - paid, per-user opt-in |
| Action log with export | No | Partial - task manager only | Yes - CSV on paid managed plans |
| Historical data retention | Not published | 6 months; all time at $279 | 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 | Partial - no page-level AI audit step | Yes |
| Page-level AEO audit | No - site-level health score | No - technical SEO audit only | Yes |
| Scored categories | 0 per page; 4 site-level issue types | 0 for AI readiness | 9 |
| Retrieval-readiness scoring | No | No | Yes - deterministic dense retrieval |
| Evidence tiers on recommendations | No - priority ranking only | No | Yes - proven, directional, best-practice |
| Element-level rewrite suggestions | No - structure and tone scoring | No - editor-level guidance | 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 | No | Yes - full-page screenshot, JavaScript off |
| Audit input sources | Site crawl and server logs | n/a - no AI page audit | Live URL, pasted text, file, WordPress, Webflow, Grav |
| Baseline vs verification re-runs | Partial - issues-over-time chart | Partial - trend charts only | Yes - compares against the baseline |
| Recommendation status tracking | Not published | Partial - task manager | Yes - planned, staged, completed |
| Visibility data sets page priority | Yes | Partial - page and source reports | Yes - defend, recover, convert, earn |
| Search Console sets page priority | No | Partial - GSC data in platform | Yes - protect, balanced or expand |
| Branded audit PDF | n/a - no AI page audit | n/a - no AI page audit | Yes |
| CMS integration & publishing | |||
| WordPress | No | Yes - publishes articles | 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 - whole article only | Yes |
| Preview before applying | No | Partial - set status on export | 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 | Manual export only | 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 | Only via Make, n8n, Zapier | 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 reports only | Yes - daily, weekdays, weekly, monthly |
| Agent produces saved artifacts | No | No | Yes - briefs, drafts, FAQs, audits |
| Evidence capture | Partial - stored AI answers | Partial - cached answer copies | Yes - screenshots and captured proof |
| Searchable job history | No | No | Yes |
| Chat & assistant | |||
| Agentic chat with mid-answer tool calls | No | No - data exposed to outside assistants via MCP | 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 | No | Yes |
| Semantic search over your own site | No | No | Yes - on-device index |
| Topic coverage check | Partial - category coverage map | Partial - prompt and source 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 | Yes |
| Content generation | |||
| Research-backed briefs | Partial - topic and structure guidance | Yes - SERP-driven | Yes |
| Live SERP / PAA research | No | Yes | Yes - plus related searches and AI search snapshots |
| Full draft generation | Not published - direction, not drafts | Yes - 25–50 articles/mo | Yes |
| Brand voice grounding | No | Partial - 10 tone presets | Yes |
| Brand truth profile | Partial - brand facts and bias score | No - brand name and aliases only | Yes |
| Internal linking placement | No | No | Yes |
| Featured image generation | No | Not published | Yes |
| FAQ generation with schema export | No | Partial - FAQ text, no schema | 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 | Yes - article list | Yes |
| Export formats | Not published | WordPress, Google Docs; CSV data | Markdown, HTML, DOCX, PDF, TXT |
| Revise artifacts in place | No | Yes - editor | Yes |
| Deploy directly to CMS | No | Partial - WordPress only | 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 | Yes - 250k–2M pages/mo | Yes - weekly or on demand |
| Monitored page management | Partial - domain level | Yes | Yes |
| Batched change digests | No | Partial - page change alerts, $279 | Yes |
| On-device semantic index | No | No | Yes |
| Page freshness tracking | Partial - crawl frequency | Partial - page change monitoring | Yes |
| Entity & knowledge graph | |||
| Site-wide entity graph | No | No | Yes |
| Inferred relationships | No | No | 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 - external tools only | 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 - only in Make or n8n | Partial - branches on whether a matching page exists |
| Scheduled content cadence | No | No | Yes - daily to monthly |
| Workflow reports | No | No | Yes - posted to the inbox |
| Alerts & inbox | |||
| Unified project inbox | Partial - recommendations panel | No | 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 reports | Yes |
| Teams & workspaces | |||
| Seats included | Not published | 1 / 3 | Unlimited on paid managed; 10 BYOK Premium, 25 BYOK Agency |
| Cost per additional seat | Not published | From $16/mo | $0 on paid managed plans, +$7 per seat for BYOK plans |
| Shared allowance across team | n/a - no metered allowance | Yes | Yes |
| Per-member usage visibility | Not published | Not published | Yes |
| Multi-project workspaces | Yes - brands and regions | Yes | Yes |
| Projects included | Custom | 10 / 30; 3–10 standalone | 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 | Not published - Enterprise | Roadmap |
| Agency & white-label | |||
| White-label PDF reports | No | Yes - +$69/mo add-on | Yes - visibility report and audit |
| Custom logo, color and link | No | Yes - plus custom domain | 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 - add-on, not a tier | Yes - four tiers |
| Client sub-accounts | Partial - multi-brand workspaces | Yes - 10 client seats | No - clients are projects, no client logins |
| Integrations | |||
| Google Search Console | Not published | Yes | Yes - OAuth, credentials stay on device |
| Google Analytics | Not published | Yes - GA4, plus Matomo | Roadmap |
| MCP connector support | No | Yes - own server, all plans | Partial - Webflow connects over MCP |
| Public API | Not published | Yes - credits on all plans | No - project keys for own plugins only |
| Slack | No | No - only via Make or Zapier | No |
| Zapier | No | Partial - lead capture only | No |
| Custom connection support | Partial - server log ingestion | Yes - API, n8n, Make | Yes - request a connection, paid plans |
| Platform & support | |||
| UI languages | 1 (English); tracks many | 10 | 6 |
| Troubleshooting and recovery tools | No | No | Yes |
| In-app help agent | No | Partial - live chat with support | Yes |
| Done-for-you service available | Yes - assigned AI strategist | No - partner agency catalog | 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 suits Fortune 500 teams that need an enterprise AI visibility platform, SOC 2 Type II certification, and vendor-assisted support. SE Ranking suits teams that need a browser-based SEO suite with backlink research, rank tracking, public API access, client sub-accounts, and Google Analytics support. Both platforms offer established SEO or visibility tracking capabilities.
Hi, Moose fits small and mid-sized businesses and agencies that want to track, diagnose, and act from one tool. It tracks 10 AI search engines, including Claude, Grok, Bing Copilot, DeepSeek, and Meta AI. It also captures five consumer-facing engine results locally. Users can run unlimited local daily visibility checks, choose per-prompt models, set multiple run cadences, and use prompts from Google Search Console or competitor gaps.
The difference comes after tracking. Hi, Moose audits individual pages across nine AI-readiness categories, captures Google AI Mode grounding queries, and labels recommendation evidence as proven, directional, or best-practice. It can then stage element-level changes for WordPress, Webflow, or Grav. WordPress users can preview changes, use staging, approve publication, and roll back a patch.
Hi, Moose also gives buyers clearer cost control. Its free plan requires no card and does not expire. Paid plans start at $39 per month on BYOK or $79 per month with AI included. Teams can use an OpenRouter key, run local models, and see AI-credit use, reset dates, and pace warnings in the app. BrandLight does not publish pricing, while SE Ranking starts at $99 per month for its standalone tool or $129 per month for its suite.
The desktop model creates real tradeoffs. Hi, Moose does not offer a browser app, public API, client logins, Google Analytics integration, or SOC 2 certification today. SE Ranking remains the stronger choice for a broad cloud SEO toolkit and external automation. BrandLight may suit organizations with enterprise compliance requirements and a larger service-led engagement.
For teams that need AI visibility tracking tied to page-level audits, approved fixes, and verification runs, Hi, Moose covers a fuller track-to-action loop. Its local-first storage, on-device AI options, local backup, and full export options also give teams more direct control over their project data.
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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