AI visibility tools, head to head
Visby AI vs Bluefish AI
Pricing, features and differences, researched August 2026.
Visby AI and Bluefish AI both help teams track how AI search tools describe their brands and find ways to improve that visibility. Buyers often compare them because each product covers AI visibility across platforms such as ChatGPT, Claude, Gemini, and Google AI. The main differences come down to intended customer size, workflow depth, optimization approach, and commerce features. Visby AI focuses on prompt tracking, visibility gaps, and personalized GEO tasks for marketing teams that need clear next steps. Bluefish AI targets enterprise marketing, search, content, and commerce teams. It adds brand-accuracy monitoring and agentic commerce capabilities alongside AI visibility and GEO optimization. The right choice depends on whether your team needs a focused platform for turning AI-search findings into tasks or a broader enterprise system that also supports brand governance and commerce use cases.
At a glance
Visby AI
Pick it if a Shopify store and a roughly monthly check fit your needs, since the entry plan tracks 15 prompts across 3 engines.
- Entry price
- $79/mo
- Tracked prompts
- 15 / 90 / 250+
- Free trial
- Not published - 3rd party says 14 days
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 | Visby AI | Bluefish AI | Hi, Moose Our AEO tool |
|---|---|---|---|
| Pricing & cost model | |||
| Free plan available | No - trial + free audit tool | 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 | $79/mo | Not published - quote only | $39/mo BYOK; $79/mo AI included |
| Annual billing discount | No - monthly only | Not published | Yes - BYOK 2 months free; managed plans ~10% |
| Pricing model | Tiered: prompts + domains + seats | Custom contract; per brand and seat | Flat plan with monthly AI credit balance, or BYOK |
| Bring your own API key | No - on roadmap | No | Yes - OpenRouter |
| Can run with $0 AI cost to vendor | No | No | Yes |
| Usage metered in one transparent unit | No - prompt, answer, article caps | No - no published unit | Yes - AI credits, published rate card |
| In-app usage dashboard | Yes - limits/usage in Settings | Not published | Yes - % used, reset date, pace warning |
| Agency / reseller tier | No - no named agency tier | No | Yes - $149 BYOK Agency; $449+ AI included |
| Affiliate program | Yes - referral program | No | Yes |
| Annual contract required | No | Not published - annual reported | No |
| Free trial length | Not published - 3rd party says 14 days | None - closed pilot only | n/a - free plan, no expiry |
| Paid plans pricing range | $79–$199/mo + custom Enterprise | 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 - CSV/PDF while active | Not published - export tier-gated | CSV, PDF, DOCX exports plus full local backup |
| SOC 2 certification | Not published | Not certified - audit in progress | Pending |
| ISO certification | Not published | Not published | No |
| Local backup and restore | No | No | Yes - export and import a backup file |
| Visibility & prompt tracking | |||
| Engines tracked | 3 - pick 3 of 4 on pricing page | 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 | No - roadmap, under review | Not published | Yes |
| Google AI Overviews | Disputed - priced, roadmap says planned | Yes | Yes |
| Grok | No | No | Yes |
| Bing Copilot | No - referral traffic only | Third-party reports only | Yes |
| DeepSeek | No | No | Yes |
| Meta AI | No | Named in 2025, not since | Yes |
| Tracked prompts included | 15 / 90 / 250+ | Not published | No hard limit on any plan |
| Samples per prompt configurable | No - 1 per engine per month | Not published | Yes |
| Run cadence options | ~30 days, not adjustable | 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 | Partial - free audit is site, not prompt | No - no free tool | Yes |
| Prompt manager | Yes - tags, archive, CSV import | Yes - you supply the prompts | Yes |
| Branded vs non-branded classification | Partial - funnel stage + intent | Not published | Yes |
| Prompt categories and topics | Yes - tags + funnel stage | Yes - topics and audience segments | Yes |
| Per-prompt model selection | Not published | Not published | Yes |
| Brand name variant support | Not published | Not published | Yes - secondary brand terms |
| Brand multi-domain support | No - 1 domain per project | Not published - priced per brand | Yes - secondary owned domains |
| Suggested prompts from Google Search Console | No - suggested from site scan | No | Yes - real GSC questions |
| Suggested prompts from competitor gaps | Partial - gap analysis module | Partial - method not published | Yes |
| Perplexity | No - roadmap, under review | Yes | Yes |
| Scoring & analysis | |||
| Mention detection | Yes | Yes | Yes |
| Citation detection | Yes - domain, page, competitor | Yes - source-level scoring | Yes - domain and page level |
| Sentiment scoring | Yes - prompts + reviews | Yes | Yes |
| Average position / rank | No - roadmap, under review | Yes | Yes |
| Share of Voice | Yes | Yes | Yes |
| Share of Mentions | Partial - visibility score | Yes | Yes |
| Share of Citations | Partial - citations by domain | Yes | Yes |
| Narrative drift detection | No | Yes - narrative tracking | Yes - scored against a brand truth profile |
| Feature-parity / accuracy scoring | No | Yes - claims vs first-party facts | Yes |
| Untracked brand extraction | Yes - detected brands, promotable | Not published | Yes - with sentiment and average rank |
| Cited source categorization | Partial - domain and page only | Partial - owned vs earned grouping | Yes - 8 source types |
| Topic-level breakdown | Partial - funnel stage + tags | Yes | Yes |
| Engine-level breakdown | Yes | Yes | Yes |
| Competitor tracking | Yes - direct, indirect, companion | Yes | Yes - or promote any brand seen in results |
| Competitors included | Not published | Not published | 15 |
| Visibility gap analysis | Yes | Yes - narrative and source gaps | Yes |
| ChatGPT fan-out capture | No | Not published | Yes |
| AI Mode grounding queries capture | No | No | Yes - the live grounding searches |
| Bing Index probe | No - Bing Webmaster traffic only | No | Yes |
| AI crawler access check | No - roadmap, under review | No | Yes - retrieval, live fetch and training |
| Reporting & exports | |||
| Executive dashboard | Yes | Yes | Yes |
| AI-written narrative summary | Not published | Not published | Yes |
| Data export | Yes - CSV, PDF | Partial - CSV and API, tier-gated | Yes - CSV |
| Branded PDF report | Beta since Mar 2026 | No | Yes |
| Scheduled email reports | Yes - weekly + monthly | Partial - ranked alerts | Yes - paid, per-user opt-in |
| Action log with export | Partial - Kanban board, no export | No | Yes - CSV on paid managed plans |
| Historical data retention | Not published - monthly data points | 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 - deploy on Shopify only | No - no page fix or deploy step | Yes |
| Page-level AEO audit | Yes - site scan + free tool | No | Yes |
| Scored categories | 5 - SEO, GEO, content, review, speed | 0 | 9 |
| Retrieval-readiness scoring | No | No | Yes - deterministic dense retrieval |
| Evidence tiers on recommendations | No - impact priority only | No - impact ranking only | Yes - proven, directional, best-practice |
| Element-level rewrite suggestions | Partial - Shopify product copy | 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 | Sitemap crawl; GA, GSC, Bing, Ahrefs | n/a - no page audit | Live URL, pasted text, file, WordPress, Webflow, Grav |
| Baseline vs verification re-runs | Partial - task validation, re-scans | Partial - campaign-level measurement | Yes - compares against the baseline |
| Recommendation status tracking | Yes - Kanban + assignees | 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 | Partial - GSC data on dashboard | No | Yes - protect, balanced or expand |
| Branded audit PDF | Beta - white-label reporting | n/a - no page audit | Yes |
| CMS integration & publishing | |||
| WordPress | No - roadmap, under review | 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 | Yes - product content only | No - product feeds, not the CMS | On roadmap |
| Surgical element-level edits to live page | Partial - Shopify products only | No | Yes |
| Preview before applying | Yes - Shopify pending review | No | Yes |
| Staging environment support | No | No | Yes - WordPress, with promote to production |
| One-click rollback | Not published | No | Yes - WordPress |
| Patch history per site | Not published | No | Yes - WordPress |
| Visual placement picker | No | No | Yes - pick the spot on the rendered page |
| Push Schema JSON-LD into page | No - recommends only | No | Yes - FAQPage schema |
| Publish approval gate | Yes - Shopify only | n/a - never publishes to your site | Yes - always, including scheduled runs |
| Agentic capability | |||
| Truly agentic (agent chooses its own steps) | No - two agentic items on roadmap | No - despite the naming | Yes - plans and executes against the live web |
| Fixed-workflow automation only | Yes - scheduled scans, auto tasks | 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 | Partial - scheduled scans only | No | Yes - with notify on completion |
| Approval gate before real-world actions | Yes - Shopify only | n/a - takes no actions | Yes |
| Long-running deep work jobs | No | No | Yes |
| Scheduled agent jobs | No - scheduled refresh, not jobs | No - scheduled prompt runs only | Yes - daily, weekdays, weekly, monthly |
| Agent produces saved artifacts | Partial - briefs and articles | No | Yes - briefs, drafts, FAQs, audits |
| Evidence capture | Partial - stores 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 - MCP for outside clients | No | Yes |
| Model picker per conversation | No | No | Yes |
| LLM models available | n/a - no in-app chat | 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 URL or sitemap | Partial - ingests your own content | Yes |
| Semantic search over your own site | No | No | Yes - on-device index |
| Topic coverage check | Yes - gap analysis | 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 | Not published | No | Yes |
| Content generation | |||
| Research-backed briefs | Yes - from gaps + SERP analysis | No | Yes |
| Live SERP / PAA research | Yes - SERP analysis module | No | Yes - plus related searches and AI search snapshots |
| Full draft generation | Yes - 2–25 articles/mo by tier | No | Yes |
| Brand voice grounding | Yes - brand book | Partial - brand facts, no generation | Yes |
| Brand truth profile | Yes - brand book | Yes - verified brand fact library | Yes |
| Internal linking placement | Yes - from sitemap | No | Yes |
| Featured image generation | Not published | No | Yes |
| FAQ generation with schema export | Partial - FAQ yes, schema not stated | No | Yes - HTML and JSON-LD |
| Key points extraction | Not published | No | Yes - pushable into the live pag |
| AI-tell removal pass | No | No | Yes - paid, toggleable |
| Artifact library | Yes - Contents page, tags + status | No | Yes |
| Export formats | PDF, CSV | CSV, API | Markdown, HTML, DOCX, PDF, TXT |
| Revise artifacts in place | Yes - editor + optimization | No | Yes |
| Deploy directly to CMS | Partial - Shopify products only | 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 - sitemap detection | No | Yes |
| Scheduled full-site crawl | Partial - periodic re-scans | No | Yes - weekly or on demand |
| Monitored page management | Partial - Pages tables, not managed | Partial - content you submit, not crawled | Yes |
| Batched change digests | Yes - weekly + monthly email | No | Yes |
| On-device semantic index | No | No | Yes |
| Page freshness tracking | Not published | No | Yes |
| Entity & knowledge graph | |||
| Site-wide entity graph | No - brand book is a profile | 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 | No - notifications only | 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 | Partial - weekly brief emails | No | Yes - daily to monthly |
| Workflow reports | No | Partial - daily ranked recommendations | Yes - posted to the inbox |
| Alerts & inbox | |||
| Unified project inbox | No | Partial - notification feed | Yes |
| Native OS notifications | No | No | Yes - Windows and macOS |
| Customized notifications with severity thresholds | Not published | Partial - severity-scored, not user-set | Yes - per project |
| Email digest | Yes - weekly + monthly | Not published | Yes |
| Teams & workspaces | |||
| Seats included | 1 / 3 / 10+ | 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 | Yes - pooled per team | n/a - no published allowance | Yes |
| Per-member usage visibility | Not published | Not published | Yes |
| Multi-project workspaces | Yes - teams + projects | Partial - per brand, priced separately | Yes |
| Projects included | 1 / 3 / 5+ domains | Not published - priced per brand | 1 free, 3–10 managed, 25–unlimited agency; +$10 each |
| Archive and restore projects | Partial - prompts archive, not projects | 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 | Beta since Mar 2026 | No | Yes - visibility report and audit |
| Custom logo, color and link | Partial - beta, theme control | No | Yes |
| White-label audio player | No | No | Yes - custom attribution text and link |
| Client-facing backlink | No | No | Yes |
| Dedicated agency tier | No | No | Yes - four tiers |
| Client sub-accounts | Partial - projects, no client portal | No | No - clients are projects, no client logins |
| Integrations | |||
| Google Search Console | Yes | Not published | Yes - OAuth, credentials stay on device |
| Google Analytics | Yes - GA4 | Not published - GA4 reported | Roadmap |
| MCP connector support | Yes - own MCP + Ahrefs MCP | 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 | No - feature request form | Partial - brand data feeds, undocumented | Yes - request a connection, paid plans |
| Platform & support | |||
| UI languages | 4 - EN, DE, ES, TR | 1 (English) | 6 |
| Troubleshooting and recovery tools | Partial - reconnect + crash screens | No | Yes |
| In-app help agent | No - docs + support tickets | No | Yes |
| Done-for-you service available | Yes - Enterprise audit + consult | Yes - managed onboarding and advisory | Yes |
| Team | |||
| Founders have SEO backgrounds | Partial. Heavier performance marketing background. | 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
Visby AI and Bluefish AI both cover core AI visibility work, including brand mentions, citations, sentiment, competitor tracking, and visibility gaps. Visby AI may suit teams that want a browser-based tool with GA4 support, an Ahrefs MCP connection, or Shopify product-content workflows. Bluefish AI may suit large brands that need enterprise advisory services, source-level scoring, narrative tracking, and agentic commerce features.
Hi, Moose fits small and mid-sized businesses and agencies that need to track, diagnose, fix, and verify AEO work in one product. It tracks 10 engines, including Google AI Mode, AI Overviews, ChatGPT, Claude, Gemini, Grok, Bing Copilot, DeepSeek, Meta AI, and Perplexity. Users can run checks on demand or on schedules, use Google Search Console questions as prompts, capture ChatGPT fan-outs and AI Mode grounding queries, then audit the affected page against a baseline.
The platform also covers the work after reporting. Hi, Moose provides nine audit categories, retrieval-readiness scoring, evidence tiers for recommendations, element-level rewrites, and a second-model QA pass. Its WordPress, Webflow, and Grav connections let users stage edits, preview them, and approve publishing. WordPress users can also roll back changes and review patch history. Neither Bluefish AI nor Visby AI offers that same full page-fix and deployment loop across those CMS options.
Cost and data control also separate Hi, Moose from the two alternatives. Hi, Moose offers a free-forever plan with no card, unlimited local daily visibility runs, and five engines that users can run daily at no AI cost to the vendor. Paid plans start at $39 per month with an OpenRouter key, or $79 per month with AI included. Visby AI starts at $79 per month, while Bluefish AI publishes no entry price. Hi, Moose also shows AI credit use, reset dates, and pace warnings in the app.
The desktop model brings a tradeoff. Hi, Moose does not offer a browser-based app, and engine checks still need web access. In return, it stores data in a local database, supports on-device AI models, and lets users export a full local backup. For teams that want browser-only access or enterprise contract services, Visby AI or Bluefish AI may be the better fit. For buyers who want broad AI-search coverage, clear usage options, local control, and tools to act on findings, 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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