AI visibility tools, head to head
Visby AI vs ZipTie.dev
Pricing, features and differences, researched August 2026.
Visby AI and ZipTie.dev both help teams track brand visibility across AI search tools and turn those findings into next steps. Buyers often compare them because each platform combines monitoring with guidance for improving how ChatGPT, Google AI Overviews, Claude, Perplexity, and other AI systems present a brand. The main differences fall under platform coverage, prompt and query tracking, competitor and source analysis, gap analysis, and content recommendations. Visby AI centers on cross-platform visibility tracking, prompt tracking, and personalized GEO tasks. ZipTie.dev combines visibility monitoring with query suggestions, competitor and source analysis, and content optimization guidance. The right fit depends on whether your team needs a task-focused GEO workflow or deeper research around the queries, competitors, and sources that shape AI search results.
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
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
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 | ZipTie.dev | Hi, Moose Our AEO tool |
|---|---|---|---|
| Pricing & cost model | |||
| Free plan available | No - trial + free audit tool | No - 14-day trial | 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 | $69/mo | $39/mo BYOK; $79/mo AI included |
| Annual billing discount | No - monthly only | Yes - 15% | Yes - BYOK 2 months free; managed plans ~10% |
| Pricing model | Tiered: prompts + domains + seats | Monthly check allowance, 3 tiers | 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 - separate check, summary, optimization caps | 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 - custom plans on request | Yes - $149 BYOK Agency; $449+ AI included |
| Affiliate program | Yes - referral program | Not published | Yes |
| Annual contract required | No | No | No |
| Free trial length | Not published - 3rd party says 14 days | 14 days, 75 checks | n/a - free plan, no expiry |
| Paid plans pricing range | $79–$199/mo + custom Enterprise | $69–$159/mo + custom | $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 | CSV anytime; post-cancel terms not published | CSV, PDF, DOCX exports plus full local backup |
| SOC 2 certification | Not published | No - none published | Pending |
| ISO certification | Not published | No - none 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 | 3 | 10; 5 of them also collected locally |
| Real consumer-surface capture | Not published | Yes - browser capture with screenshots | Yes - 5 engines read from the device, no API |
| ChatGPT | Yes | Yes | Yes |
| Claude | Yes | No | Yes |
| Gemini | Yes | No | Yes |
| Google AI Mode | No - roadmap, under review | No | Yes |
| Google AI Overviews | Disputed - priced, roadmap says planned | Yes | Yes |
| Grok | No | No | Yes |
| Bing Copilot | No - referral traffic only | No | Yes |
| DeepSeek | No | No | Yes |
| Meta AI | No | No | Yes |
| Tracked prompts included | 15 / 90 / 250+ | 500–2,000 checks/mo; 1 check = all 3 engines | No hard limit on any plan |
| Samples per prompt configurable | No - 1 per engine per month | No | Yes |
| Run cadence options | ~30 days, not adjustable | Daily or weekly | Multiple times a day, weekly, monthly, and on-demand |
| On-demand run now | Not published | Yes - manual checks draw on allowance | Yes |
| Instant one-off check | Partial - free audit is site, not prompt | No - no free public tool | Yes |
| Prompt manager | Yes - tags, archive, CSV import | Yes | Yes |
| Branded vs non-branded classification | Partial - funnel stage + intent | Not published | Yes |
| Prompt categories and topics | Yes - tags + funnel stage | Yes - automatic tagging | Yes |
| Per-prompt model selection | Not published | No - all 3 engines per check | Yes |
| Brand name variant support | Not published | Not published | Yes - secondary brand terms |
| Brand multi-domain support | No - 1 domain per project | Partial - separate project per brand | Yes - secondary owned domains |
| Suggested prompts from Google Search Console | No - suggested from site scan | Yes | Yes - real GSC questions |
| Suggested prompts from competitor gaps | Partial - gap analysis module | Partial - competitor source lists | Yes |
| Perplexity | No - roadmap, under review | Yes | Yes |
| Scoring & analysis | |||
| Mention detection | Yes | Yes | Yes |
| Citation detection | Yes - domain, page, competitor | Yes | Yes - domain and page level |
| Sentiment scoring | Yes - prompts + reviews | Yes - scored against query intent | Yes |
| Average position / rank | No - roadmap, under review | No | Yes |
| Share of Voice | Yes | Partial - competitor leaderboards | Yes |
| Share of Mentions | Partial - visibility score | Partial - mention leaders list | Yes |
| Share of Citations | Partial - citations by domain | Partial - citation leaders list | Yes |
| Narrative drift detection | No | No - sentiment trend only | Yes - scored against a brand truth profile |
| Feature-parity / accuracy scoring | No | No | Yes |
| Untracked brand extraction | Yes - detected brands, promotable | Yes - all detected brands in export | Yes - with sentiment and average rank |
| Cited source categorization | Partial - domain and page only | Partial - social and directory sources called out | 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 - content 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 - Google indexing only | 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 | Yes - 5–100/mo by plan | Yes |
| Data export | Yes - CSV, PDF | Yes - CSV with full answer text | Yes - CSV |
| Branded PDF report | Beta since Mar 2026 | No | Yes |
| Scheduled email reports | Yes - weekly + monthly | Not published | 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 | Partial - no deploy step | Yes |
| Page-level AEO audit | Yes - site scan + free tool | Partial - per-query content check | Yes |
| Scored categories | 5 - SEO, GEO, content, review, speed | 5 | 9 |
| Retrieval-readiness scoring | No | No | Yes - deterministic dense retrieval |
| Evidence tiers on recommendations | No - impact priority only | No | Yes - proven, directional, best-practice |
| Element-level rewrite suggestions | Partial - Shopify product copy | Partial - gap answers, not element edits | Yes - element, character budget, before and after |
| Second-model QA pass | No | No | 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 | Pasted text only, not a URL | Live URL, pasted text, file, WordPress, Webflow, Grav |
| Baseline vs verification re-runs | Partial - task validation, re-scans | Partial - trends over time, no compare view | Yes - compares against the baseline |
| Recommendation status tracking | Yes - Kanban + assignees | Not published | Yes - planned, staged, completed |
| Visibility data sets page priority | Yes | Yes - per-query score | Yes - defend, recover, convert, earn |
| Search Console sets page priority | Partial - GSC data on dashboard | Partial - GSC imports queries only | Yes - protect, balanced or expand |
| Branded audit PDF | Beta - white-label reporting | No | 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 | 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 | Yes - always, including scheduled runs |
| Agentic capability | |||
| Truly agentic (agent chooses its own steps) | No - two agentic items on roadmap | No | 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 - browser runs server-side, unseen | 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 checks 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 | Yes - answer text and screenshots | 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 - reads a URL to suggest prompts | Yes |
| Semantic search over your own site | No | No | Yes - on-device index |
| Topic coverage check | Yes - gap analysis | Yes - content gap analysis | Yes - covered, partial or not covered |
| File attachments | No | No | Yes - txt, md, doc, docx, pdf, images |
| In-app screenshot capture | No | Partial - screenshots of AI answers | 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 | Partial - gap list per query | Yes |
| Live SERP / PAA research | Yes - SERP analysis module | Partial - Google rankings compared to AI results | 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 | No | Yes |
| Brand truth profile | Yes - brand book | No | 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 - flags AI-written text, no rewrite | Yes - paid, toggleable |
| Artifact library | Yes - Contents page, tags + status | No | Yes |
| Export formats | PDF, CSV | CSV | 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 | Partial - carried-over indexing module | Yes |
| Scheduled full-site crawl | Partial - periodic re-scans | Partial - index monitoring, not AEO | Yes - weekly or on demand |
| Monitored page management | Partial - Pages tables, not managed | No | Yes |
| Batched change digests | Yes - weekly + monthly email | No | Yes |
| On-device semantic index | No | No | Yes |
| Page freshness tracking | Not published | No - index status only | Yes |
| Entity & knowledge graph | |||
| Site-wide entity graph | No - brand book is a profile | 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 - notifications only | No | 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 | No | Yes - posted to the inbox |
| Alerts & inbox | |||
| Unified project inbox | No | No | Yes |
| Native OS notifications | No | No | Yes - Windows and macOS |
| Customized notifications with severity thresholds | Not published | Not published | Yes - per project |
| Email digest | Yes - weekly + monthly | Not published | Yes |
| Teams & workspaces | |||
| Seats included | 1 / 3 / 10+ | 1 | Unlimited on paid managed; 10 BYOK Premium, 25 BYOK Agency |
| Cost per additional seat | Not published | Not published - no seat add-on offered | $0 on paid managed plans, +$7 per seat for BYOK plans |
| Shared allowance across team | Yes - pooled per team | n/a - single seat | Yes |
| Per-member usage visibility | Not published | n/a - single seat | Yes |
| Multi-project workspaces | Yes - teams + projects | Yes - separate projects per brand | Yes |
| Projects included | 1 / 3 / 5+ domains | Not published | 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 | No - no API | Yes - rotatable |
| SSO / SAML | Not published | No | 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 - custom plans on request | Yes - four tiers |
| Client sub-accounts | Partial - projects, no client portal | No - 1 seat, separate projects | No - clients are projects, no client logins |
| Integrations | |||
| Google Search Console | Yes | Yes - imports queries | Yes - OAuth, credentials stay on device |
| Google Analytics | Yes - GA4 | No | Roadmap |
| MCP connector support | Yes - own MCP + Ahrefs MCP | No | Partial - Webflow connects over MCP |
| Public API | Not published | No | No - project keys for own plugins only |
| Slack | No | No | No |
| Zapier | No | No | No |
| Custom connection support | No - feature request form | No - CSV export only | 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 - consulting on request | Yes |
| Team | |||
| Founders have SEO backgrounds | Partial. Heavier performance marketing background. | Yes. | Yes. Founder Sam Morris has 15+ years in SEO and software engineering. |
Which one to pick
Visby AI and ZipTie.dev both fit teams that want browser-based AI search monitoring. Visby AI may suit Shopify teams that need product-content changes and GA4 data. ZipTie.dev may suit teams that want daily or weekly checks across its three tracked engines, with browser-captured screenshots and a 14-day trial.
Hi, Moose fits teams that need to track, diagnose, change, and verify content in one tool. It tracks 10 engines, including Google AI Mode, Claude, Gemini, Grok, Bing Copilot, DeepSeek, Meta AI, and Perplexity. It also captures AI Mode grounding queries and ChatGPT fan-out data, then links visibility findings to page audits, rewrite suggestions, baseline comparisons, and approval-gated CMS updates.
The cost model gives smaller teams more control. Hi, Moose offers a free-forever plan without a card, unlimited local daily visibility runs, and five engines that users can run daily at no vendor AI cost. Paid BYOK plans start at $39 per month and accept OpenRouter keys. The platform publishes AI credit rates and shows usage, reset dates, and pace warnings in the app.
Hi, Moose also takes a different approach to data ownership. The Windows and macOS app stores data in a local database, supports local models, and lets users export CSV, PDF, DOCX, and full backups. Teams that need a browser-only tool, GA4 integration today, or Shopify-only product optimization may prefer Visby AI. For SEO teams and agencies that want wider engine coverage, local control, practical AEO audits, and approved publishing to WordPress, Webflow, or Grav, Hi, Moose covers more of the work after a visibility check.
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