AI VISIBILITY TRACKING
Llumo vs Promptwatch
Both platforms help brands measure visibility in AI-generated answers. Promptwatch brings together prompt tracking, citation analysis, agent analytics and content workflows; Llumo gives you a free hosted platform, your own provider keys and evidence you can trace — so you only pay for the AI usage you run.
AT A GLANCE
Same AI search challenge. A different operating model.
Llumo
Free hosted platform · Bring your own keys
Use the platform without a software licence fee. Choose the providers and AI engines you want to monitor, then pay the underlying usage cost directly.
Promptwatch
AI search visibility and content workflow platform
Promptwatch combines prompt tracking, citation analysis, AI visibility, crawler analytics and content agents for teams building their AI search presence.
FEATURE COMPARISON
Compare the visibility workflow, not just the dashboard.
Promptwatch combines prompt tracking, citations, crawler analytics and content workflows. Llumo focuses on transparent tracking infrastructure: choose your providers, run the coverage you need, and trace every result.
AI SEARCH VISIBILITY
AI systems covered
Major AI surfaces
ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews
Brand representation in AI answers
Brand + competitor context
Visibility, share of voice, sentiment
Sources and citations
Citation-level evidence
Citation analysis + offsite mentions
AI agent and crawler analytics
Run tailored checks
Agent Analytics
COST & CONTROL
Platform access model
No licence fee
Free trial and paid plans
Provider usage and billing
Pay providers directly
Subscription platform
Prompt tracking and research
Unlimited projects
Prompt tracking and research
Model and provider configuration
Your APIs or OpenRouter
Platform-managed model coverage
EVIDENCE & WORKFLOW
Context behind each result
Prompts, sources, competitors, movement
Citations, mentions and crawler signals
Prioritising the next move
Evidence-led priorities
Content gaps and recommendations
Reporting and workflow tools
Visibility, share of voice, citations
Agent analytics and content workflow
Feature availability, plan limits and pricing can change. Confirm the latest product and plan details with each provider before making a purchase decision.
WHY TEAMS CHOOSE LLUMO
More control, without a platform licence.
Llumo is built for teams that want to choose the providers, coverage and evidence behind their AI visibility tracking — rather than be constrained by a bundled platform model.
Keep the software cost at zero.
Llumo gives you the hosted platform without a licence fee, so you are not paying a second margin on the AI responses you need.
Scale the checks you actually need.
Choose the AI engines, provider keys and tracking volume that fit your work — from a focused monitor to daily coverage across your market.
See the evidence, not a blended score.
Trace the exact prompts, cited sources, competitors and visibility movement that explain whether your brand is making the answer.
Turn visibility changes into a next move.
Use source patterns, competitor changes and answer-level context to decide what to improve, publish or earn next.
FAQ
What matters when you compare Llumo and Promptwatch?
Promptwatch brings together AI visibility, prompts, citations, agent signals and content tools. Llumo is for teams that want transparent costs, provider choice and evidence behind every check.
How is Llumo different from Promptwatch?
Promptwatch combines AI visibility, prompt tracking, citation analysis, agent analytics and content workflow tools. Llumo focuses on a free hosted tracking platform, your own provider keys and answer-level evidence you can trace.
Can we control the AI providers and tracking volume?
Yes. Llumo is built around your own provider keys, so you can choose the AI engines, tracking cadence and coverage that fit your market. Promptwatch offers a managed platform for monitoring across supported AI surfaces.
Does Promptwatch track citations and crawler activity?
Yes. Promptwatch offers citation analysis and agent analytics alongside prompt tracking. Llumo keeps the evidence in the result itself, recording the prompt, cited sources, competitors and answer-level movement.
When is Llumo the stronger fit?
Llumo is a strong fit when your team wants provider control, flexible tracking coverage and no platform licence fee — with a clear view of the evidence behind every visibility change.
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