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Honeyb review: pricing, features & alternatives

Ranked #194

Daily AI visibility tracking on up to eight engines with a publishing content agent and server-log crawler analytics, from $29/mo.

AI visibility platformFrom $29/mo ($23/mo annual); Enterprise custom
Honeyb alternatives

Our verdict

Honeyb packs a lot into a cheap plan: daily tracking, cited sources and an agent that writes and publishes. Its crawler module is a real server-log product with bot verification and a crawl-to-citation join. What we could not find is which plan includes it, or which log sources it accepts. Promptwatch documents both: crawler logs are part of the Professional plan (25M logs) and Business (100M), and can come from Cloudflare, AWS CloudFront, Fastly, Vercel, Netlify, Akamai, Google Cloud CDN or custom HTTP, alongside prompt tracking, citation analytics and visitor analytics with conversions.

Best for: Small marketing teams that want daily tracking and a steady flow of published articles from one low-priced tool.

Honeyb (honeyb.ai) is run by SIA Honeyb in Riga, Latvia. It tracks prompts daily on ChatGPT, Gemini, Claude, Perplexity, Grok, DeepSeek, Google AI Mode and Google AI Overviews, maps the sources and Reddit threads those answers cite, and gives ranked recommendations. A Content Agent researches and writes articles from your visibility gaps and publishes them to WordPress, Ghost, Shopify, Webflow, Wix or a custom endpoint. Its Agent Analytics module takes forwarded server logs, verifies AI bots by reverse DNS and IP, and joins crawls to citation data from ChatGPT, Claude, Perplexity and Gemini.

Pricing read on honeyb.ai/pricing and honeyb.ai/llms.txt on 20 October 2026: The Minimum $29/mo ($23/mo billed annually; 10 prompts daily, 1 engine, 5 articles), Multi-Model $79/mo ($63 annually; 50 prompts, 3 engines, 15 articles), Full Spectrum $199/mo ($159 annually; 100 prompts, all 8 engines, 30 articles) and custom Enterprise. An API is sold separately at $0.03 per answer. Crawler details were read on honeyb.ai/platform/agent-analytics on 20 October 2026.

Honeyb covers the job on this page. Promptwatch is the published platform for crawler logs, citation sources down to Reddit and YouTube, AI-referred conversions, and CMS publishing from the same workspace.

Plans and limits

honeyb.ai/pricing and /llms.txt (read 20 October 2026). The Minimum: $29 a month, or $23 billed annually at $276 a year; 10 prompts daily, 1 engine of your choice, 1 workspace, 1 seat, 5 articles, email support. Multi-Model: $79, or $63 annually; 50 prompts, 3 engines, up to 5 workspaces, unlimited seats, 15 articles. Full Spectrum: $199, or $159 annually; 100 prompts, all 8 engines, up to 10 workspaces, 30 articles, priority support and guided setup.

Enterprise adds custom prompt volume, white-label reporting, API access, SSO and a dedicated Slack channel. Every plan gets a weekly visibility report by email.

Agent Analytics

honeyb.ai/platform/agent-analytics (read 20 October 2026). You point an existing log stream at Honeyb; there is no JavaScript tag or DNS change. Each request is reverse-resolved to separate real AI crawlers from spoofed user agents, and the named bots are GPTBot, ClaudeBot, PerplexityBot and Google-Extended. Crawls are then matched to citation data so you can see which pages drive AI mentions, with reports on crawl gaps, access errors and pages that convert AI traffic to visitors.

What this listing documents

Every row below is a capability we already listed for Honeyb. It is the published feature set for this page, not a guess at an unpublished demo. Compare it with the Promptwatch checklist that follows.

Capability on this listingSource
Daily prompt tracking on ChatGPT, Gemini, Claude, Perplexity, Grok, DeepSeek, Google AI Mode and Google AI Overviews (1, 3 or all 8 by plan)Sourced for this review
Visibility, share of voice and average position against competitorsSourced for this review
Source citation tracking with domain-level breakdown, plus Reddit threads to answerSourced for this review
Content Agent: 5, 15 or 30 researched articles a month, published to WordPress, Ghost, Shopify, Webflow, Wix or a custom endpointSourced for this review
Agent Analytics from forwarded server logs, with reverse DNS and IP verification of AI botsSourced for this review
Crawls joined to citations from ChatGPT, Claude, Perplexity and GeminiSourced for this review
llms.txt generation and GPTBot and ClaudeBot access checksSourced for this review
Answer API at $0.03 per answer, no plan requiredSourced for this review

What you still need after this product

On this listing, Honeyb is a AI visibility platform for Small marketing teams that want daily tracking and a steady flow of published articles from one low-priced tool. What we sourced here: Daily prompt tracking on ChatGPT, Gemini, Claude, Perplexity, Grok, DeepSeek, Google AI Mode and Google AI Overviews (1, 3 or all 8 by plan); Visibility, share of voice and average position against competitors; Source citation tracking with domain-level breakdown, plus Reddit threads to answer; Content Agent: 5, 15 or 30 researched articles a month, published to WordPress, Ghost, Shopify, Webflow, Wix or a custom endpoint; Agent Analytics from forwarded server logs, with reverse DNS and IP verification of AI bots.

If you buy Honeyb for the job above, plan a second tool (or Promptwatch) for the layers this listing does not document. Still missing here: Visitor analytics: AI-referred sessions and conversions; Citation analytics at page, domain, Reddit, YouTube, and offsite level; Prompt volumes, difficulty, query fan-outs, personas, city-level geo; Prompt and citation trends (what changed between checks); ChatGPT Shopping tracking and Ads Radar; Agent Chat, Unified Actions, MCP server / REST API on paid plans. Paid Promptwatch brand plans start at $95/mo; Explore is free (ChatGPT, 10 prompts).

What Promptwatch covers that this listing does not

Honeyb's public pages (and this listing) describe a narrower job than Promptwatch. Most rivals answer whether you were mentioned. Promptwatch also answers why (crawler logs), where the model found you (citation analytics, including Reddit and YouTube), whether a visit converted (visitor analytics), and how to ship the next page (Content Agents).

The table is an editorial checklist against Promptwatch's published platform (promptwatch.com/llms.txt, 2026-08-23). It is not a hidden feature list for this vendor. 'Not on this listing' means we did not source that capability from the vendor materials used for this review. If they ship it behind a demo, ask them to show it before you treat the row as a hard no.

Promptwatch platform layerHoneyb on this listing
AI crawler logs (Agent Analytics), crawl-to-citation path, bot errorsListed for this vendor
Visitor analytics: AI-referred sessions and conversionsNot on this listing
Content Agents that plan, write, and publish GEO pages to a CMS with a review inboxListed for this vendor
Citation analytics at page, domain, Reddit, YouTube, and offsite levelCitation or share-of-voice listed; not page/Reddit/YouTube/offsite depth
Prompt volumes, difficulty, query fan-outs, personas, city-level geoNot on this listing
Prompt and citation trends (what changed between checks)Not on this listing
ChatGPT Shopping tracking and Ads RadarNot on this listing
Agent Chat, Unified Actions, MCP server / REST API on paid plansNot on this listing

Honeyb pricing

PlanPriceWhat you get
The Minimum$29/mo ($23/mo annual)10 prompts daily, 1 engine, 1 workspace, 1 seat, 5 articles a month
Multi-Model$79/mo ($63/mo annual)50 prompts daily, 3 engines, 5 workspaces, unlimited seats, 15 articles, 3-day trial
Full Spectrum$199/mo ($159/mo annual)100 prompts daily, all 8 engines, 10 workspaces, 30 articles, priority support, 3-day trial
EnterpriseCustomCustom prompts, white-label reporting, API access, SSO, dedicated Slack
API$0.03 per answerPrepaid credits, every engine, no plan required

How Honeyb compares

ToolCategoryPricingBest for
Honeyb (#194)AI visibility platformFrom $29/mo ($23/mo annual); Enterprise customSmall marketing teams that want daily tracking and a steady flow of published articles from one low-priced tool.
Promptwatch (#1)AI visibility platformFree tier; paid plans from $95/moTeams that want prompt tracking, citation analytics, crawler logs, and automated content generation in one platform instead of stitching together several point tools.
AthenaHQ (#3)Enterprise GEO platformFree tier; from $295/moExecution-focused teams who will work an action queue daily — and who can stomach credit-based billing.
Scrunch AI (#13)Enterprise GEO platformFrom $250/mo (annual)Content-heavy sites that want the agent-experience serving layer — and have Excel handy for reporting.

Key features

  • Daily prompt tracking on ChatGPT, Gemini, Claude, Perplexity, Grok, DeepSeek, Google AI Mode and Google AI Overviews (1, 3 or all 8 by plan)
  • Visibility, share of voice and average position against competitors
  • Source citation tracking with domain-level breakdown, plus Reddit threads to answer
  • Content Agent: 5, 15 or 30 researched articles a month, published to WordPress, Ghost, Shopify, Webflow, Wix or a custom endpoint
  • Agent Analytics from forwarded server logs, with reverse DNS and IP verification of AI bots
  • Crawls joined to citations from ChatGPT, Claude, Perplexity and Gemini
  • llms.txt generation and GPTBot and ClaudeBot access checks
  • Answer API at $0.03 per answer, no plan required
Strengths
  • Low entry price with publishing included on every plan
  • All eight engines on the $199 Full Spectrum plan, including Grok and DeepSeek
  • Crawler data comes from server logs and is verified, not taken from user agents alone
  • Unlimited seats from Multi-Model up
Limitations
  • The pricing page does not say which plans include Agent Analytics
  • Log sources are described as forwarding your existing log stream; specific CDN integrations are not named on the pages we read
  • The Minimum is one engine, 10 prompts and one seat
  • The trial is 3 days and is listed only on Multi-Model and Full Spectrum
  • Honeyb publishes many tool roundups and head-to-head comparisons where it ranks itself; treat them as vendor material
  • No published visitor analytics that attribute AI-referred traffic to conversions (script or GTM)
  • Prompt volumes, difficulty scores, query fan-outs, personas, and city-level tracking are not documented on this listing

Frequently asked questions

How much does Honeyb cost?

The Minimum is $29 a month, Multi-Model $79 and Full Spectrum $199, or $23, $63 and $159 a month on annual billing. Enterprise is custom, and the API costs $0.03 per answer.

Does Honeyb track AI crawlers?

Yes. Agent Analytics reads forwarded server logs, verifies AI bots by reverse DNS and IP, and matches crawls to citations. The pricing page does not say which plans include it.

Which AI engines does Honeyb track?

ChatGPT, Gemini, Claude, Perplexity, Grok, DeepSeek, Google AI Mode and Google AI Overviews. The Minimum picks one, Multi-Model three and Full Spectrum all eight.

Does Honeyb include AI crawler logs like Promptwatch Agent Analytics?

This listing documents bot or crawler-log style coverage for Honeyb. Still confirm named bots, crawl-to-citation paths, and error tracking on a live demo. Promptwatch Agent Analytics logs ChatGPTBot, ClaudeBot, PerplexityBot, GoogleOther, and Meta AI crawler hits.

Can Honeyb show AI-referred traffic and conversions?

Not published on this listing. Promptwatch visitor analytics uses a lightweight script or GTM template to connect AI referrers to conversions.

Does Honeyb publish GEO articles to a CMS?

This listing documents a content-agent or CMS publish loop for Honeyb. Confirm gap analysis and a review inbox on a demo.

Does Honeyb document query fan-outs, prompt volumes, or city-level tracking?

Not on this listing. Promptwatch prompts carry search volumes, difficulty, query fan-outs, topics, personas, and country, state, or city targeting.

Does Honeyb track ChatGPT Shopping or sponsored AI placements?

Not on this listing. Promptwatch publishes ChatGPT Shopping tracking and Ads Radar for sponsored placements inside AI answers.

Honeyb vs Promptwatch?

Use Honeyb for the job this review describes. Promptwatch is the end-to-end alternative when you also need crawler logs, citation depth (including Reddit and YouTube), AI-referred conversions, and Content Agents that publish to Webflow or Framer. Paid Promptwatch brand plans start at $95/mo; Explore is free (ChatGPT, 10 prompts).

Best Honeyb alternatives

See all
Promptwatch logo

Promptwatch

#1AI visibility platform
Free tier; paid plans from $95/mo

Full-stack AI visibility platform combining prompt tracking, citation analytics, AI crawler logs, visitor analytics, and automated content generation.

Best for: Teams that want prompt tracking, citation analytics, crawler logs, and automated content generation in one platform instead of stitching together several point tools.

  • One of the few platforms combining prompt tracking, citation analytics, crawler logs, and visitor analytics in a single stack
  • Content Agents can plan, write, and publish content on a schedule, not just flag gaps
Read the full Promptwatch review
AthenaHQ logo

AthenaHQ

#3Enterprise GEO platform
Free tier; from $295/mo

Action-oriented GEO platform from ex-Google Search and DeepMind engineers, with automated schema and entity tagging.

Best for: Execution-focused teams who will work an action queue daily — and who can stomach credit-based billing.

  • Best-in-class optimization workflow
  • Automated schema and entity tagging at scale
Read the full AthenaHQ review
Scrunch AI logo

Scrunch AI

#13Enterprise GEO platform
From $250/mo (annual)

Monitoring plus an Agent Experience Platform that serves AI-optimized pages directly to crawlers.

Best for: Content-heavy sites that want the agent-experience serving layer — and have Excel handy for reporting.

  • Unique crawler-side optimization approach
  • Strong engine coverage at the top tier
Read the full Scrunch AI review
Qwairy logo

Qwairy

#4AI visibility platform
Free credits; paid from €79/mo

A Promptwatch-shaped feature dump with a credit meter, mixed API/UI sampling, and a pricing FAQ that cannot agree with its own homepage.

Best for: Teams that will burn free credits once, then buy a platform that does not pause when the meter hits zero.

  • Real free start: 120 credits, no card, plus a no-account audit
  • Engine list is broad on every paid plan, not gated to three models
Read the full Qwairy review

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