AI visibility tools, head to head
OtterlyAI vs BrandLight
Pricing, features and differences, researched August 2026.
OtterlyAI and BrandLight both help teams track how AI search tools mention brands, cite websites, and surface competitors. Buyers often compare them when they need a clearer view of visibility across tools such as ChatGPT, Google AI Overviews, Perplexity, Gemini, Copilot, and Claude. The main difference comes down to target customer and scope. OtterlyAI focuses on marketing teams, SEO teams, and agencies that want prompt research, daily monitoring, citation tracking, and GEO content recommendations in one platform. BrandLight targets enterprise teams that need AI visibility data alongside attribution, AI ads, and agentic commerce tools. This comparison looks at platform fit, supported AI search tools, monitoring depth, source and citation analysis, optimization features, reporting, and pricing approach. These details can help smaller SEO teams and larger brand organizations decide which product better matches their goals and resources.
At a glance
OtterlyAI
Pick it if you want AI crawler access checked across 19 bots next to the prompt tracking, since API and MCP access starts at $189 rather than the entry price.
- Entry price
- $29/mo
- Tracked prompts
- 15–400; +100 at $99
- Free trial
- 7 days
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Pick it if a demo-led purchase suits you, since the price, the prompt volume and the full engine list are all unpublished.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
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 | OtterlyAI | BrandLight | Hi, Moose Our AEO tool |
|---|---|---|---|
| Pricing & cost model | |||
| Free plan available | No - 7-day trial | No | 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 - free web tools are one-off | 0 | 5 |
| Entry paid price | $29/mo | Not published - demo only | $39/mo BYOK; $79/mo AI included |
| Annual billing discount | Yes - ~15% | Not published | Yes - BYOK 2 months free; managed plans ~10% |
| Pricing model | Per prompt + per-engine add-ons | Custom contract, per module | 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 - separate prompt, audit, API, event caps | No | Yes - AI credits, published rate card |
| In-app usage dashboard | Not published | Not published | Yes - % used, reset date, pace warning |
| Agency / reseller tier | Partner status on $189+ plans | Partner program, not a tier | Yes - $149 BYOK Agency; $449+ AI included |
| Affiliate program | Yes - referral program | No | Yes |
| Annual contract required | No | Not published - enterprise terms | No |
| Free trial length | 7 days | None - paid pilot reported | n/a - free plan, no expiry |
| Paid plans pricing range | $29–$489/mo + custom from $1,000 | Not published | $39–$1,999/mo |
| Deployment, privacy & data ownership | |||
| Native desktop app | No | No | 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 | CSV + API anytime | Not published | CSV, PDF, DOCX exports plus full local backup |
| SOC 2 certification | No - on roadmap, no date | SOC 2 Type II | Pending |
| ISO certification | No - AWS data centers only | Not published - GDPR stated | No |
| Local backup and restore | No - vendor-side daily backups | No | Yes - export and import a backup file |
| Visibility & prompt tracking | |||
| Engines tracked | 7 listed; 4 included, 3 paid add-ons | 6 named; full list not published | 10; 5 of them also collected locally |
| Real consumer-surface capture | Partial - Claude via API; rest not stated | Not published | Yes - 5 engines read from the device, no API |
| ChatGPT | Yes | Yes | Yes |
| Claude | Add-on, $29–$439/mo | Yes | Yes |
| Gemini | Add-on, $9–$149/mo | Yes | Yes |
| Google AI Mode | Add-on, $9–$149/mo | Not published | Yes |
| Google AI Overviews | Yes | Yes | Yes |
| Grok | No | Yes | Yes |
| Bing Copilot | Yes | Yes | Yes |
| DeepSeek | No | No | Yes |
| Meta AI | No | No | Yes |
| Tracked prompts included | 15–400; +100 at $99 | Not published - custom | No hard limit on any plan |
| Samples per prompt configurable | No - 1 run/day | Not published | Yes |
| Run cadence options | Daily only, not adjustable | Not published | Multiple times a day, weekly, monthly, and on-demand |
| On-demand run now | No | Not published | Yes |
| Instant one-off check | Yes - free web tools | No | Yes |
| Prompt manager | Yes | Yes - vendor-assisted setup | Yes |
| Branded vs non-branded classification | Not published | Yes | Yes |
| Prompt categories and topics | Yes - tags + intent grouping | Yes - topics, personas, regions | Yes |
| Per-prompt model selection | No - set per report | Not published | Yes |
| Brand name variant support | Yes - variations + regex | Yes - brands and sub-brands | Yes - secondary brand terms |
| Brand multi-domain support | Yes - domain variations | Yes - uncapped | Yes - secondary owned domains |
| Suggested prompts from Google Search Console | Partial - manual import, no connector | No | Yes - real GSC questions |
| Suggested prompts from competitor gaps | Partial - competitor data in prompt research | Partial - topic suggestions | Yes |
| Perplexity | Yes | Yes | Yes |
| Scoring & analysis | |||
| Mention detection | Yes | Yes | Yes |
| Citation detection | Yes - domain and URL level | Yes - domain and page level | Yes - domain and page level |
| Sentiment scoring | Yes | Yes | Yes |
| Average position / rank | Yes | Yes | Yes |
| Share of Voice | Yes | Yes | Yes |
| Share of Mentions | Yes - brand coverage | Yes - 0–100 visibility score | Yes |
| Share of Citations | Yes | Partial - source influence share | Yes |
| Narrative drift detection | Partial - sentiment trend only | Partial - sentiment and bias score | Yes - scored against a brand truth profile |
| Feature-parity / accuracy scoring | No | No - no ground-truth check | Yes |
| Untracked brand extraction | Yes - promote any detected brand | Partial - competitor ranking tables | Yes - with sentiment and average rank |
| Cited source categorization | Partial - by domain, source types not published | Yes - media, social, review, partner | 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 | Uncapped | Not published | 15 |
| Visibility gap analysis | Yes - citation and content gaps | Yes - category coverage map | Yes |
| ChatGPT fan-out capture | Yes | Not published | Yes |
| AI Mode grounding queries capture | Partial - fan-out, not live grounding | No | Yes - the live grounding searches |
| Bing Index probe | No | No | Yes |
| AI crawler access check | Yes - 19 bots, robots + live server | Yes - robots plus server logs | Yes - retrieval, live fetch and training |
| Reporting & exports | |||
| Executive dashboard | Yes | Yes - cross-brand and region | Yes |
| AI-written narrative summary | Not published | Partial - priority insight cards | Yes |
| Data export | Yes - CSV, API, Looker Studio | Not published | Yes - CSV |
| Branded PDF report | Partial - logo upload only | No | Yes |
| Scheduled email reports | Partial - per-report notifications | Not published | Yes - paid, per-user opt-in |
| Action log with export | Partial - recommendation to-do list | No | Yes - CSV on paid managed plans |
| Historical data retention | From prompt creation; no cap published | Not 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 | Partial - no fix or deploy step | No - no fix or deploy step | Yes |
| Page-level AEO audit | Yes - one URL at a time | No - site-level health score | Yes |
| Scored categories | 13 readiness + structured data | 0 per page; 4 site-level issue types | 9 |
| Retrieval-readiness scoring | No | No | Yes - deterministic dense retrieval |
| Evidence tiers on recommendations | No - impact ranking only | No - priority ranking only | Yes - proven, directional, best-practice |
| Element-level rewrite suggestions | No - per-category suggestions | No - structure and tone scoring | Yes - element, character budget, before and after |
| Second-model QA pass | No - human review | No | Yes - pass, revised or needs human review |
| Static crawler-view snapshot | Partial - static vs rendered compare, no screenshot | No | Yes - full-page screenshot, JavaScript off |
| Audit input sources | Live URL only | Site crawl and server logs | Live URL, pasted text, file, WordPress, Webflow, Grav |
| Baseline vs verification re-runs | Partial - re-run, no built-in compare | Partial - issues-over-time chart | Yes - compares against the baseline |
| Recommendation status tracking | Yes - to-do and done | Not published | Yes - planned, staged, completed |
| Visibility data sets page priority | Yes - recommendations built from report data | Yes | Yes - defend, recover, convert, earn |
| Search Console sets page priority | No | No | Yes - protect, balanced or expand |
| Branded audit PDF | No - PDF download, unbranded | n/a - no AI page audit | Yes |
| CMS integration & publishing | |||
| WordPress | Log plugin only, no publishing | No | 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 | No - retailer listings read only | 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 - data exposed to outside agents via MCP | 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 - daily prompt runs only | No | Yes - daily, weekdays, weekly, monthly |
| Agent produces saved artifacts | No | No | Yes - briefs, drafts, FAQs, audits |
| Evidence capture | Partial - raw AI responses stored | Partial - stored AI answers | Yes - screenshots and captured proof |
| Searchable job history | No | No | Yes |
| Chat & assistant | |||
| Agentic chat with mid-answer tool calls | No - MCP server for outside assistants | No | 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 - audits a URL you enter | Partial - crawls your own domains | Yes |
| Semantic search over your own site | No | No | Yes - on-device index |
| Topic coverage check | Partial - citation and content gap reports | Partial - category coverage map | 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 - fix brief from page audit | Partial - topic and structure guidance | Yes |
| Live SERP / PAA research | No - fan-out queries only | No | Yes - plus related searches and AI search snapshots |
| Full draft generation | No | Not published - direction, not drafts | Yes |
| Brand voice grounding | No | No | Yes |
| Brand truth profile | Partial - names, domains, competitors | Partial - brand facts and bias score | 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 | CSV, PDF | Not published | 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 | No | Yes - multi-domain | Yes |
| Scheduled full-site crawl | No - single-URL audits, capped 1k–10k/mo | Yes - plus AI bot logs | Yes - weekly or on demand |
| Monitored page management | Partial - crawled pages from logs, not managed | Partial - domain level | Yes |
| Batched change digests | No | No | Yes |
| On-device semantic index | No | No | Yes |
| Page freshness tracking | No | Partial - crawl frequency | 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 | No - external tools via API | Not published | 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 | Yes - posted to the inbox |
| Alerts & inbox | |||
| Unified project inbox | No | Partial - recommendations panel | Yes |
| Native OS notifications | No | No | Yes - Windows and macOS |
| Customized notifications with severity thresholds | Partial - on/off per report | Partial - priority labels only | Yes - per project |
| Email digest | Partial - per-report notifications | Not published | Yes |
| Teams & workspaces | |||
| Seats included | Unlimited | Not published | Unlimited on paid managed; 10 BYOK Premium, 25 BYOK Agency |
| Cost per additional seat | $0 | Not published | $0 on paid managed plans, +$7 per seat for BYOK plans |
| Shared allowance across team | Yes - shared prompt pool | n/a - no metered allowance | Yes |
| Per-member usage visibility | Not published | Not published | Yes |
| Multi-project workspaces | Yes - $189+ | Yes - brands and regions | Yes |
| Projects included | 1 workspace on $29; unlimited above | Custom | 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 | Not published | Yes - rotatable |
| SSO / SAML | Enterprise only | Not published | Roadmap |
| Agency & white-label | |||
| White-label PDF reports | No - logo upload only | No | Yes - visibility report and audit |
| Custom logo, color and link | Partial - logo only | No | Yes |
| White-label audio player | No | No | Yes - custom attribution text and link |
| Client-facing backlink | No | No | Yes |
| Dedicated agency tier | No - partner status on $189+ | No - co-sell partner program | Yes - four tiers |
| Client sub-accounts | Yes - client + pitch workspaces | Partial - multi-brand workspaces | No - clients are projects, no client logins |
| Integrations | |||
| Google Search Console | No - manual query import | Not published | Yes - OAuth, credentials stay on device |
| Google Analytics | No - GA4 setup guide only | Not published | Roadmap |
| MCP connector support | Yes - $189+ | No | Partial - Webflow connects over MCP |
| Public API | Yes - $189+ | Not published | No - project keys for own plugins only |
| Slack | No - via API only | No | No |
| Zapier | Partial - via API and MCP | No | No |
| Custom connection support | Yes - log webhook + request form | Partial - server log ingestion | Yes - request a connection, paid plans |
| Platform & support | |||
| UI languages | 1 (English) | 1 (English); tracks many | 6 |
| Troubleshooting and recovery tools | No | No | Yes |
| In-app help agent | No - help center and human chat | No | Yes |
| Done-for-you service available | No - partner agency directory | Yes - assigned AI strategist | Yes |
| Team | |||
| Founders have SEO backgrounds | Partial. Founded in 2024 by Thomas Peham, a former VP of Marketing at Storyblok, with Josef Trauner and Klaus-M. Schremser, the former CEO and head of growth at user-feedback platform Usersnap. | No. Founder Imri Marcus, is a serial entrepreneur with prior exits in media and AI. | Yes. Founder Sam Morris has 15+ years in SEO and software engineering. |
Which one to pick
OtterlyAI suits teams that want a browser-based tracker with a lower $29 monthly entry price. It also includes unlimited seats and offers a public API and MCP access on plans from $189 per month. BrandLight fits enterprise teams that need SOC 2 Type II certification, cross-brand visibility work, or an assigned AI strategist. Its pricing and contract terms are not published, so buyers need a demo to assess the full cost.
For SMBs and agencies that need to move from AI visibility data to approved site changes, Hi, Moose covers more of the working loop. It tracks 10 engines, including ChatGPT, Claude, Gemini, Grok, Google AI Mode, Bing Copilot, DeepSeek, and Meta AI. It can capture five consumer-facing engine results locally without an API. It also supports on-demand checks, multiple run schedules, configurable samples, and no hard limit on tracked prompts.
Hi, Moose then connects tracking to practical work. Its audits score retrieval readiness, show element-level rewrite suggestions, label recommendation evidence, and compare verification runs with a baseline. The WordPress, Webflow, and Grav connections let teams preview and approve changes before publishing. WordPress users can work in staging, promote changes to production, and roll back a patch if needed. OtterlyAI and BrandLight provide visibility and recommendations, but the matrix does not list a fix-and-deploy workflow for either platform.
Cost control also favors Hi, Moose for teams that want clear options. Its free plan requires no card and includes unlimited local daily visibility runs across five engines. Paid plans start at $39 per month with OpenRouter BYOK, or $79 per month with AI included. Hi, Moose publishes AI-credit rates and shows usage, reset dates, and pace warnings in the app. Teams can also run local models and use $0 vendor AI cost. OtterlyAI’s per-prompt and per-engine add-ons can suit focused tracking needs, but they add separate usage limits. BrandLight may suit larger procurement-led programs, while Hi, Moose gives smaller teams a free starting point, local-first storage, full local backups, and tools to track, fix, verify, and deploy with approval.
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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