AI visibility tools, head to head
ZipTie.dev vs Bluefish AI
Pricing, features and differences, researched August 2026.
ZipTie.dev and Bluefish AI both help teams understand how AI search tools represent their brands, competitors, and content. Buyers may compare them when they need a way to track visibility across platforms such as Google AI Overviews, ChatGPT, and Perplexity, then use that data to guide content work. The main difference comes down to the teams each platform serves. ZipTie.dev focuses on SEO teams, agencies, and brands that want AI search monitoring alongside query suggestions, competitor and source analysis, and content optimization guidance. Bluefish AI targets enterprise marketing, search, content, and commerce teams that need broader brand measurement, brand-accuracy monitoring, GEO optimization, and agentic commerce tools. A comparison should also look at supported AI platforms, monitoring and reporting depth, optimization workflows, competitor analysis, brand governance needs, and pricing fit. These factors help teams decide whether they need a focused AI search tool for SEO work or an enterprise platform that supports wider marketing and commerce operations.
At a glance
ZipTie.dev
Pick it if three engines cover the surfaces you care about, because that is all it tracks.
- Entry price
- $69/mo
- Tracked prompts
- 500–2,000 checks/mo; 1 check = all 3 engines
- Free trial
- 14 days, 75 checks
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 | ZipTie.dev | Bluefish AI | Hi, Moose Our AEO tool |
|---|---|---|---|
| Pricing & cost model | |||
| Free plan available | No - 14-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 | 0 | 5 |
| Entry paid price | $69/mo | Not published - quote 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 | Monthly check allowance, 3 tiers | 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 - separate check, summary, optimization caps | 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 | No - custom plans on request | No | Yes - $149 BYOK Agency; $449+ AI included |
| Affiliate program | Not published | No | Yes |
| Annual contract required | No | Not published - annual reported | No |
| Free trial length | 14 days, 75 checks | None - closed pilot only | n/a - free plan, no expiry |
| Paid plans pricing range | $69–$159/mo + custom | 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 | CSV anytime; post-cancel terms not published | Not published - export tier-gated | CSV, PDF, DOCX exports plus full local backup |
| SOC 2 certification | No - none published | Not certified - audit in progress | Pending |
| ISO certification | No - none published | Not published | No |
| Local backup and restore | No | No | Yes - export and import a backup file |
| Visibility & prompt tracking | |||
| Engines tracked | 3 | 5 named; plus Amazon Rufus | 10; 5 of them also collected locally |
| Real consumer-surface capture | Yes - browser capture with screenshots | Not published | Yes - 5 engines read from the device, no API |
| ChatGPT | Yes | Yes | Yes |
| Claude | No | Yes - depth questioned in reviews | Yes |
| Gemini | No | Partial - named only as "Google AI" | Yes |
| Google AI Mode | No | Not published | Yes |
| Google AI Overviews | Yes | Yes | Yes |
| Grok | No | No | Yes |
| Bing Copilot | No | Third-party reports only | Yes |
| DeepSeek | No | No | Yes |
| Meta AI | No | Named in 2025, not since | Yes |
| Tracked prompts included | 500–2,000 checks/mo; 1 check = all 3 engines | Not published | No hard limit on any plan |
| Samples per prompt configurable | No | Not published | Yes |
| Run cadence options | Daily or weekly | Not published - daily reported | Multiple times a day, weekly, monthly, and on-demand |
| On-demand run now | Yes - manual checks draw on allowance | Not published | Yes |
| Instant one-off check | No - no free public tool | No - no free tool | Yes |
| Prompt manager | Yes | Yes - you supply the prompts | Yes |
| Branded vs non-branded classification | Not published | Not published | Yes |
| Prompt categories and topics | Yes - automatic tagging | Yes - topics and audience segments | Yes |
| Per-prompt model selection | No - all 3 engines per check | Not published | Yes |
| Brand name variant support | Not published | Not published | Yes - secondary brand terms |
| Brand multi-domain support | Partial - separate project per brand | Not published - priced per brand | Yes - secondary owned domains |
| Suggested prompts from Google Search Console | Yes | No | Yes - real GSC questions |
| Suggested prompts from competitor gaps | Partial - competitor source lists | Partial - method not published | Yes |
| Perplexity | Yes | Yes | Yes |
| Scoring & analysis | |||
| Mention detection | Yes | Yes | Yes |
| Citation detection | Yes | Yes - source-level scoring | Yes - domain and page level |
| Sentiment scoring | Yes - scored against query intent | Yes | Yes |
| Average position / rank | No | Yes | Yes |
| Share of Voice | Partial - competitor leaderboards | Yes | Yes |
| Share of Mentions | Partial - mention leaders list | Yes | Yes |
| Share of Citations | Partial - citation leaders list | Yes | Yes |
| Narrative drift detection | No - sentiment trend only | 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 - all detected brands in export | Not published | Yes - with sentiment and average rank |
| Cited source categorization | Partial - social and directory sources called out | 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 - content and source gaps | 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 - Google indexing only | No | Yes |
| AI crawler access check | No | No | Yes - retrieval, live fetch and training |
| Reporting & exports | |||
| Executive dashboard | Yes | Yes | Yes |
| AI-written narrative summary | Yes - 5–100/mo by plan | Not published | Yes |
| Data export | Yes - CSV with full answer text | 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 | Partial - no deploy step | No - no page fix or deploy step | Yes |
| Page-level AEO audit | Partial - per-query content check | No | Yes |
| Scored categories | 5 | 0 | 9 |
| Retrieval-readiness scoring | No | No | Yes - deterministic dense retrieval |
| Evidence tiers on recommendations | No | No - impact ranking only | Yes - proven, directional, best-practice |
| Element-level rewrite suggestions | Partial - gap answers, not element edits | 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 | Pasted text only, not a URL | n/a - no page audit | Live URL, pasted text, file, WordPress, Webflow, Grav |
| Baseline vs verification re-runs | Partial - trends over time, no compare view | 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 - per-query score | Yes - source impact scoring | Yes - defend, recover, convert, earn |
| Search Console sets page priority | Partial - GSC imports queries only | No | Yes - protect, balanced or expand |
| Branded audit PDF | No | 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 | 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 - browser runs server-side, unseen | 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 - scheduled checks only | No - scheduled prompt runs only | Yes - daily, weekdays, weekly, monthly |
| Agent produces saved artifacts | No | No | Yes - briefs, drafts, FAQs, audits |
| Evidence capture | Yes - answer text and screenshots | 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 - reads a URL to suggest prompts | Partial - ingests your own content | Yes |
| Semantic search over your own site | No | No | Yes - on-device index |
| Topic coverage check | Yes - content 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 | Partial - screenshots of AI answers | 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 - gap list per query | No | Yes |
| Live SERP / PAA research | Partial - Google rankings compared to AI results | No | Yes - plus related searches and AI search snapshots |
| Full draft generation | No | No | Yes |
| Brand voice grounding | No | Partial - brand facts, no generation | Yes |
| Brand truth profile | No | 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 - flags AI-written text, no rewrite | No | Yes - paid, toggleable |
| Artifact library | No | No | Yes |
| Export formats | CSV | 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 | Partial - carried-over indexing module | No | Yes |
| Scheduled full-site crawl | Partial - index monitoring, not AEO | No | Yes - weekly or on demand |
| Monitored page management | No | Partial - content you submit, not crawled | Yes |
| Batched change digests | No | No | Yes |
| On-device semantic index | No | No | Yes |
| Page freshness tracking | No - index status only | 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 | No | 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 | 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 | Not published | Not published | Yes |
| Teams & workspaces | |||
| Seats included | 1 | Not published - per seat | Unlimited on paid managed; 10 BYOK Premium, 25 BYOK Agency |
| Cost per additional seat | Not published - no seat add-on offered | Not published | $0 on paid managed plans, +$7 per seat for BYOK plans |
| Shared allowance across team | n/a - single seat | n/a - no published allowance | Yes |
| Per-member usage visibility | n/a - single seat | Not published | Yes |
| Multi-project workspaces | Yes - separate projects per brand | Partial - per brand, priced separately | Yes |
| Projects included | Not published | 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 | No - no API | Not published | Yes - rotatable |
| SSO / SAML | No | 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 - custom plans on request | No | Yes - four tiers |
| Client sub-accounts | No - 1 seat, separate projects | No | No - clients are projects, no client logins |
| Integrations | |||
| Google Search Console | Yes - imports queries | Not published | Yes - OAuth, credentials stay on device |
| Google Analytics | No | Not published - GA4 reported | Roadmap |
| MCP connector support | No | No | Partial - Webflow connects over MCP |
| Public API | No | 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 - CSV export only | Partial - brand data feeds, undocumented | Yes - request a connection, paid plans |
| Platform & support | |||
| UI languages | 1 (English) | 1 (English) | 6 |
| Troubleshooting and recovery tools | No | No | Yes |
| In-app help agent | No | No | Yes |
| Done-for-you service available | Yes - consulting on request | Yes - managed onboarding and advisory | Yes |
| Team | |||
| Founders have SEO backgrounds | Yes. | 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
ZipTie.dev suits teams that want browser-based monitoring across ChatGPT, Google AI Overviews, and Perplexity. Its 14-day trial includes 75 checks, and it offers Google Search Console query suggestions, competitor analysis, and answer screenshots. Bluefish AI may fit large brands that need enterprise advisory, brand-accuracy monitoring, and narrative tracking under a custom contract.
Hi, Moose fits small businesses, in-house SEO teams, and agencies that need broader tracking and a way to act on the findings. Its free plan has no expiry or card requirement. It supports daily runs across five engines at no added cost, tracks 10 engines overall, and lets users run local models or use an OpenRouter API key. That gives teams a $39 per month BYOK option and the ability to run with $0 AI cost to Hi, Moose.
Hi, Moose also goes beyond visibility reporting. It audits live URLs across nine scored AEO categories, captures Google AI Mode grounding queries, suggests element-level edits, verifies changes against a baseline, and supports approved publishing to WordPress, Webflow, and Grav. Its Windows and macOS apps keep data in a local database and support local backups, while agency plans add white-label reports and audio players. For buyers who need tracking, content work, and controlled deployment in one tool, the matrix shows Hi, Moose covers more of that workflow than either ZipTie.dev or Bluefish AI.
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