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LLMrefs review: pricing, features & alternatives

Ranked #43

Keyword-style rank tracking, rebuilt for AI engines.

AI visibility trackerFree tier; $79/mo all-in
LLMrefs alternatives

Our verdict

LLMrefs keeps it simple in a category drowning in meters: one $79/mo plan, 10+ engines, 500 prompts, 50 keywords, unlimited seats, plus a decent free tier and an llms.txt generator. The honesty caveats: that price is explicitly promotional, refreshes are weekly rather than daily, and there's no sentiment or alerting — it's a clean visibility dashboard, not a monitoring system. Great value while the label lasts.

Best for: Small teams that want simple flat-rate multi-engine tracking with unlimited seats — while the promotional price lasts.

LLMrefs treats AI visibility like classic rank tracking: define keywords and prompts, see ranked visibility across ChatGPT, Perplexity, Gemini, and friends, and watch positions move week over week.

SEOs who grew up on rank trackers feel at home immediately — same mental model, new battlefield.

LLMrefs 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.

Flat-rate clarity

Against the credit-and-add-on pricing that dominates GEO tools, LLMrefs sells one number: $79/mo for 10+ engines (the ChatGPT/Perplexity/Gemini core plus AI Overviews and long-tail assistants), 500 tracked prompts, 50 keywords, and unlimited team seats. A genuinely useful free tier and a free llms.txt generator round out an unusually generous package for a product founded in May 2025.

For a small team's first structured look at AI visibility, the setup-to-signal time is among the fastest here.

What the simplicity costs

The price tag carries a 'limited time' label — build your budget assuming it rises. Data refreshes weekly, which is fine for trend-watching but slow for anyone reacting to launches or PR cycles; similarly there's no alerting, so drops wait until you look, and no sentiment analysis, so you know you appeared but not how you were framed.

The keyword fan-out approach — expanding your keywords into auto-generated prompt variations — is efficient but can smooth over the nuance of how real users phrase questions. And enterprise buyers will note the missing SOC 2 and thin compliance story; this is a small-team tool today.

CapabilityLLMrefsTypical $100–200/mo tracker
Refresh cadenceWeeklyDaily
SentimentNoUsually yes
AlertingNoOften yes
SeatsUnlimitedOften per-seat
Engines10+3–8

Who should buy it

Startups and small marketing teams that want broad engine coverage, predictable billing, and the whole team in one dashboard — the free tier makes evaluation costless.

Teams needing daily cadence, alerting, or sentiment should pay more elsewhere; those are structural gaps, not settings.

What this listing documents

Every row below is a capability we already listed for LLMrefs. 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
Keyword-based AI visibility trackingSourced for this review
Week-over-week position movementSourced for this review
Multi-engine coverageSourced for this review
Citation source reportsSourced for this review

What you still need after this product

On this listing, LLMrefs is a AI visibility tracker for Small teams that want simple flat-rate multi-engine tracking with unlimited seats — while the promotional price lasts.. What we sourced here: Keyword-based AI visibility tracking; Week-over-week position movement; Multi-engine coverage; Citation source reports.

If you buy LLMrefs for the job above, plan a second tool (or Promptwatch) for the layers this listing does not document. Still missing here: AI crawler logs (Agent Analytics), crawl-to-citation path, bot errors; Visitor analytics: AI-referred sessions and conversions; Content Agents that plan, write, and publish GEO pages to a CMS with a review inbox; 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

LLMrefs'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 layerLLMrefs on this listing
AI crawler logs (Agent Analytics), crawl-to-citation path, bot errorsNot on this listing
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 inboxNot on this listing
Citation analytics at page, domain, Reddit, YouTube, and offsite levelNot on this listing
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

LLMrefs pricing

PlanPriceWhat you get
Free$0Limited tracking, llms.txt generator
Pro$79/mo ('limited time' pricing)10+ engines, 500 prompts, 50 keywords, unlimited seats

How LLMrefs compares

ToolCategoryPricingBest for
LLMrefs (#43)AI visibility trackerFree tier; $79/mo all-inSmall teams that want simple flat-rate multi-engine tracking with unlimited seats — while the promotional price lasts.
Promptwatch (#2)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.
Otterly.AI (#4)AI visibility trackerFrom $29/moSMBs and first-time GEO buyers who want the cheapest credible entry — and can live with weekly-ish data.
LLM Pulse (#36)AI visibility trackerFrom €49/moSmall teams and agencies that want transparent self-serve pricing and whole-team access without seat fees — at weekly cadence.

Key features

  • Keyword-based AI visibility tracking
  • Week-over-week position movement
  • Multi-engine coverage
  • Citation source reports
Strengths
  • Familiar mental model for SEOs
  • Simple, fast setup
  • Free tier available
Limitations
  • The $79/mo plan is labeled 'limited time' — expect repricing as the product matures
  • Weekly refresh cadence only; competitors at similar prices run daily
  • No sentiment analysis and no alerting — you check dashboards, they don't warn you
  • Keyword fan-out (auto-generating prompt variations) can mask nuance in what's actually asked
  • Thin enterprise posture: no SOC 2, minimal compliance documentation
  • Young product (founded May 2025) with a small public track record
  • No published AI crawler-log product (Agent Analytics): you cannot see ChatGPTBot/ClaudeBot/PerplexityBot hits, crawl-to-citation paths, or bot errors
  • No published visitor analytics that attribute AI-referred traffic to conversions (script or GTM)
  • No Content Agents that plan, write, and publish GEO pages to Webflow/Framer with a review inbox
  • Citation analytics at Promptwatch depth (page, Reddit, YouTube, offsite, type breakdowns) are not documented on this listing
  • Prompt volumes, difficulty scores, query fan-outs, personas, and city-level tracking are not documented on this listing

Frequently asked questions

Will LLMrefs stay $79/mo?

The price is explicitly labeled 'limited time,' so plan for an increase. Current subscribers may be grandfathered, but there's no published commitment.

Why is weekly refresh a limitation?

AI answers shift quickly after launches, PR events, or model updates. Weekly snapshots catch trends but miss the week your visibility changed — competitors at similar prices refresh daily and alert you.

Is LLMrefs enterprise-ready?

Not yet: no SOC 2, minimal compliance documentation, no sentiment or alerting. It's built for small teams; enterprises should look at Profound-class platforms.

Does LLMrefs include AI crawler logs like Promptwatch Agent Analytics?

Not on the vendor materials used for this review. Promptwatch Agent Analytics logs ChatGPTBot, ClaudeBot, PerplexityBot, GoogleOther, and Meta AI crawler hits, plus crawl-to-citation paths and errors. Ask LLMrefs to demo the equivalent.

Can LLMrefs 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 LLMrefs publish GEO articles to a CMS?

Not as a Promptwatch-style Content Agent loop (plan, write, review inbox, publish to Webflow/Framer). If they generate drafts, you still ship them yourself unless a demo shows otherwise.

Does LLMrefs 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 LLMrefs 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.

LLMrefs vs Promptwatch?

Use LLMrefs 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 LLMrefs alternatives

See all
Promptwatch logo

02AI visibility platform

Promptwatch

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
Otterly.AI logo

04AI visibility tracker

Otterly.AI

From $29/mo

The easiest standalone GEO tracker to set up — a working dashboard inside an hour.

Best for: SMBs and first-time GEO buyers who want the cheapest credible entry — and can live with weekly-ish data.

  • Fastest setup in the category
  • Genuine free trial without a credit card
Read the full Otterly.AI review
LLM Pulse logo

36AI visibility tracker

LLM Pulse

From €49/mo

Bootstrapped Barcelona tracker with honest pricing, unlimited seats, and MCP on every plan.

Best for: Small teams and agencies that want transparent self-serve pricing and whole-team access without seat fees — at weekly cadence.

  • Genuinely transparent: published pricing, 14-day trial, unlimited seats everywhere
  • Bootstrapped and profitable — no VC burn-rate risk, unlike much of the category
Read the full LLM Pulse review
Gauge logo

37AI visibility tracker

Gauge

From $599/mo

YC-backed tracker with daily 600-prompt volume and a built-in content engine.

Best for: Teams that want maximum daily answer volume plus content production in one tool — and accept betting on a lightly-funded startup with zero review footprint.

  • Best per-answer economics in the category: ~108,000 answers/mo at $599
  • Daily cadence on everything, not weekly
Read the full Gauge review