AI visibility tools, head to head
BrandLight vs Bluefish AI
Pricing, features and differences, researched August 2026.
BrandLight and Bluefish AI both help large brands understand how AI systems present them across tools such as ChatGPT, Google AI, Claude, and Perplexity. Teams often compare them when they need to track AI visibility, identify the sources and queries that shape brand mentions, and improve how AI-driven search and commerce experiences represent their business. The main differences fall under platform focus, measurement depth, optimization workflows, and commerce tools. BrandLight centers on AI search visibility, attribution, AI ads, and agentic commerce for Fortune 500 brands and agencies. Bluefish AI combines AI visibility tracking with GEO optimization, brand-accuracy monitoring, and tools for enterprise marketing, search, content, and commerce teams.
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Pick it if a demo-led purchase suits you, since the price, the prompt volume and the full engine list are all unpublished.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
Bluefish AI
Pick it if you can run an enterprise procurement cycle, because nothing is published: no price, no prompt count, and access is a closed pilot.
- Entry price
- Not published - quote only
- Tracked prompts
- Not published
- Free trial
- None - closed pilot 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 | Bluefish AI | Hi, Moose Our AEO tool |
|---|---|---|---|
| Pricing & cost model | |||
| Free plan available | No | 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 | 0 | 5 |
| Entry paid price | Not published - demo only | Not published - quote only | $39/mo BYOK; $79/mo AI included |
| Annual billing discount | Not published | Not published | Yes - BYOK 2 months free; managed plans ~10% |
| Pricing model | Custom contract, per module | Custom contract; per brand and seat | 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 - no published unit | Yes - AI credits, published rate card |
| In-app usage dashboard | Not published | Not published | Yes - % used, reset date, pace warning |
| Agency / reseller tier | Partner program, not a tier | No | Yes - $149 BYOK Agency; $449+ AI included |
| Affiliate program | No | No | Yes |
| Annual contract required | Not published - enterprise terms | Not published - annual reported | No |
| Free trial length | None - paid pilot reported | None - closed pilot only | n/a - free plan, no expiry |
| Paid plans pricing range | Not published | Not published; $150k–$500k/yr estimated | $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 | Not published | Not published - export tier-gated | CSV, PDF, DOCX exports plus full local backup |
| SOC 2 certification | SOC 2 Type II | Not certified - audit in progress | 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 named; plus Amazon Rufus | 10; 5 of them also collected locally |
| Real consumer-surface capture | Not published | Not published | Yes - 5 engines read from the device, no API |
| ChatGPT | Yes | Yes | Yes |
| Claude | Yes | Yes - depth questioned in reviews | Yes |
| Gemini | Yes | Partial - named only as "Google AI" | Yes |
| Google AI Mode | Not published | Not published | Yes |
| Google AI Overviews | Yes | Yes | Yes |
| Grok | Yes | No | Yes |
| Bing Copilot | Yes | Third-party reports only | Yes |
| DeepSeek | No | No | Yes |
| Meta AI | No | Named in 2025, not since | Yes |
| Tracked prompts included | Not published - custom | Not published | No hard limit on any plan |
| Samples per prompt configurable | Not published | Not published | Yes |
| Run cadence options | Not published | Not published - daily reported | Multiple times a day, weekly, monthly, and on-demand |
| On-demand run now | Not published | Not published | Yes |
| Instant one-off check | No | No - no free tool | Yes |
| Prompt manager | Yes - vendor-assisted setup | Yes - you supply the prompts | Yes |
| Branded vs non-branded classification | Yes | Not published | Yes |
| Prompt categories and topics | Yes - topics, personas, regions | Yes - topics and audience segments | Yes |
| Per-prompt model selection | Not published | Not published | Yes |
| Brand name variant support | Yes - brands and sub-brands | Not published | Yes - secondary brand terms |
| Brand multi-domain support | Yes - uncapped | Not published - priced per brand | 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 - method not published | Yes |
| Perplexity | Yes | Yes | Yes |
| Scoring & analysis | |||
| Mention detection | Yes | Yes | Yes |
| Citation detection | Yes - domain and page level | Yes - source-level scoring | 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 - 0–100 visibility score | Yes | Yes |
| Share of Citations | Partial - source influence share | Yes | Yes |
| Narrative drift detection | Partial - sentiment and bias score | Yes - narrative tracking | Yes - scored against a brand truth profile |
| Feature-parity / accuracy scoring | No - no ground-truth check | Yes - claims vs first-party facts | Yes |
| Untracked brand extraction | Partial - competitor ranking tables | Not published | Yes - with sentiment and average rank |
| Cited source categorization | Yes - media, social, review, partner | Partial - owned vs earned grouping | 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 | Not published | 15 |
| Visibility gap analysis | Yes - category coverage map | Yes - narrative and source gaps | Yes |
| ChatGPT fan-out capture | Not published | Not published | 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 | Not published | Yes |
| Data export | Not published | Partial - CSV and API, tier-gated | Yes - CSV |
| Branded PDF report | No | No | Yes |
| Scheduled email reports | Not published | Partial - ranked alerts | Yes - paid, per-user opt-in |
| Action log with export | No | No | Yes - CSV on paid managed plans |
| Historical data retention | Not 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 | No - no fix or deploy step | No - no page fix or deploy step | Yes |
| Page-level AEO audit | No - site-level health score | No | Yes |
| Scored categories | 0 per page; 4 site-level issue types | 0 | 9 |
| Retrieval-readiness scoring | No | No | Yes - deterministic dense retrieval |
| Evidence tiers on recommendations | No - priority ranking only | No - impact ranking only | Yes - proven, directional, best-practice |
| Element-level rewrite suggestions | No - structure and tone scoring | No - content guidance only | 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 page audit | Live URL, pasted text, file, WordPress, Webflow, Grav |
| Baseline vs verification re-runs | Partial - issues-over-time chart | Partial - campaign-level measurement | Yes - compares against the baseline |
| Recommendation status tracking | Not published | Partial - ranked recommendation queue | Yes - planned, staged, completed |
| Visibility data sets page priority | Yes | Yes - source impact scoring | 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 | n/a - no page audit | Yes |
| CMS integration & publishing | |||
| WordPress | No | 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 - retailer listings read only | No - product feeds, not the CMS | 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 to your site | Yes - always, including scheduled runs |
| Agentic capability | |||
| Truly agentic (agent chooses its own steps) | No | No - despite the naming | 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 prompt runs only | Yes - daily, weekdays, weekly, monthly |
| Agent produces saved artifacts | No | No | Yes - briefs, drafts, FAQs, audits |
| Evidence capture | Partial - stored AI answers | Partial - stored AI responses | Yes - screenshots and captured proof |
| Searchable job history | No | No | Yes |
| Chat & assistant | |||
| Agentic chat with mid-answer tool calls | No | 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 - crawls your own domains | Partial - ingests your own content | Yes |
| Semantic search over your own site | No | No | Yes - on-device index |
| Topic coverage check | Partial - category coverage map | Partial - narrative gap reports | Yes - covered, partial or not covered |
| File attachments | No | Partial - brand documents ingested | 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 | No | Yes |
| Live SERP / PAA research | No | No | Yes - plus related searches and AI search snapshots |
| Full draft generation | Not published - direction, not drafts | No | Yes |
| Brand voice grounding | No | Partial - brand facts, no generation | Yes |
| Brand truth profile | Partial - brand facts and bias score | Yes - verified brand fact library | 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, API | 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 | No | Yes |
| Scheduled full-site crawl | Yes - plus AI bot logs | No | Yes - weekly or on demand |
| Monitored page management | Partial - domain level | Partial - content you submit, not crawled | Yes |
| Batched change digests | No | No | Yes |
| On-device semantic index | No | No | Yes |
| Page freshness tracking | Partial - crawl frequency | No | Yes |
| Entity & knowledge graph | |||
| Site-wide entity graph | No | No - structured brand data only | Yes |
| Inferred relationships | No | No | Yes |
| Salience scoring | No | No | Yes |
| Graph readable by AI agent | No | Partial - brand data sent to LLM providers | Yes |
| Graph export | No | No | Yes - CSV and PDF |
| Automation & workflows | |||
| Visibility-threshold triggers | Not published | Partial - risk and inaccuracy alerts | 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 | Partial - daily ranked recommendations | Yes - posted to the inbox |
| Alerts & inbox | |||
| Unified project inbox | Partial - recommendations panel | Partial - notification feed | Yes |
| Native OS notifications | No | No | Yes - Windows and macOS |
| Customized notifications with severity thresholds | Partial - priority labels only | Partial - severity-scored, not user-set | Yes - per project |
| Email digest | Not published | Not published | Yes |
| Teams & workspaces | |||
| Seats included | Not published | Not published - per seat | Unlimited on paid managed; 10 BYOK Premium, 25 BYOK Agency |
| Cost per additional seat | Not published | Not published | $0 on paid managed plans, +$7 per seat for BYOK plans |
| Shared allowance across team | n/a - no metered allowance | n/a - no published allowance | Yes |
| Per-member usage visibility | Not published | Not published | Yes |
| Multi-project workspaces | Yes - brands and regions | Partial - per brand, priced separately | Yes |
| Projects included | Custom | Not published - priced per brand | 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 | Not published | Partial - Google Workspace reported | Roadmap |
| Agency & white-label | |||
| White-label PDF reports | No | No | Yes - visibility report and audit |
| Custom logo, color and link | No | No | 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 | Yes - four tiers |
| Client sub-accounts | Partial - multi-brand workspaces | No | No - clients are projects, no client logins |
| Integrations | |||
| Google Search Console | Not published | Not published | Yes - OAuth, credentials stay on device |
| Google Analytics | Not published | Not published - GA4 reported | Roadmap |
| MCP connector support | No | No | Partial - Webflow connects over MCP |
| Public API | Not published | Partial - no public docs, tier-gated | No - project keys for own plugins only |
| Slack | No | Not published - reported | No |
| Zapier | No | No | No |
| Custom connection support | Partial - server log ingestion | Partial - brand data feeds, undocumented | Yes - request a connection, paid plans |
| Platform & support | |||
| UI languages | 1 (English); tracks many | 1 (English) | 6 |
| Troubleshooting and recovery tools | No | No | Yes |
| In-app help agent | No | No | Yes |
| Done-for-you service available | Yes - assigned AI strategist | Yes - managed onboarding and advisory | Yes |
| Team | |||
| Founders have SEO backgrounds | No. Founder Imri Marcus, is a serial entrepreneur with prior exits in media and AI. | No. Founders Alex Sherman, Jing Feng and Andrei Dunca, backgrounds are in advertising technology at PromoteIQ and LiveRail. | Yes. Founder Sam Morris has 15+ years in SEO and software engineering. |
Which one to pick
BrandLight and Bluefish AI suit enterprise teams that need a vendor-led program. BrandLight holds SOC 2 Type II certification and supports enterprise features such as cross-brand reporting and server-log analysis. Bluefish AI includes brand fact libraries, narrative tracking, and managed onboarding. Teams that need those services, or work under enterprise procurement rules, may prefer one of those platforms.
For SMBs and agencies, Hi, Moose provides a broader path from measurement to work completed. It tracks 10 AI search engines, including Google AI Mode, ChatGPT, Claude, Gemini, Grok, Bing Copilot, DeepSeek, Meta AI, and Perplexity. It also captures five consumer-facing engine results locally, supports unlimited local visibility runs, and includes five engines that users can run daily at no AI cost.
Hi, Moose also covers the steps that tracking platforms leave to other tools. Users can audit individual pages across nine AEO categories, review element-level rewrite suggestions, compare verification runs against a baseline, and stage approved changes in WordPress, Webflow, or Grav. WordPress users can preview edits, use staging, promote changes to production, and roll back a patch when needed.
The cost model remains clear for smaller teams. Hi, Moose offers a free-forever plan without a card, paid plans from $39 per month with BYOK or $79 per month with AI included, and published AI credit rates. Users can bring an OpenRouter key, run local models, and see usage, reset dates, and pace warnings in the app. BrandLight and Bluefish AI do not publish entry pricing or a free plan in the matrix.
Hi, Moose also keeps project data on the user’s device, supports local backups, and provides CSV, PDF, DOCX, and other exports. Its SOC 2 status remains pending, so organizations that require a completed SOC 2 Type II review should weigh that requirement carefully. For agencies and SMB teams that need AI visibility tracking, page-level AEO work, content tools, and controlled CMS publishing in one desktop app, Hi, Moose offers the more complete and accessible 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.
Checked for this pair