Platform · LLM Presence
Record how configured providers answered defined prompts.
LLM Presence records completed runs for configured prompts and available providers, then compares compatible cohorts and applies configured alert rules. Entitlements, credentials, prompts, schedules, capacity, and successful jobs are all required.
Professional and Elite include coded workspace capacity; provider credentials and operational configuration are separate launch gates.
What it does
Controlled, repeatable measurement.
Visibility is measured only for the providers, prompts, and runs you configure — a defined, repeatable signal, not a claim of proprietary ranking access.
- Configured prompt sets can run when scheduling and capacity are healthy
- Coverage only for providers with valid configuration and completed responses
- Cohort-bound mention, sentiment, and recommendation-strength scores
- Configured rules can flag recorded drift after processing
- CSV / JSON export; degraded-mode safe when a provider key is missing
How it works
From your questions to a tracked signal.
Three configured steps; a schedule creates work only when its provider and capacity gates are healthy.
Configure your prompts
Define a bounded prompt cohort to observe. Selected prompts do not represent every customer question or control whether a provider includes the brand.
Run across the engines
LLM Presence requests configured providers when their credentials and capacity are healthy, then records completed responses with provider and run context. Missing coverage stays disclosed.
Track and get alerted
Compatible completed runs can be scored over time. Configured alert rules can flag recorded drift after processing; they do not observe every provider continuously or instantly.
LLM Presence vs. EchoScan
LLM Presence tracks how engines answer your configured prompts over time. EchoScan focuses on brand vs. competitor framing and turns the gaps into build priorities. They're complementary monitoring layers over the infrastructure EntityMesh builds.
Questions
What buyers ask about monitoring.
Is this the same as EchoScan?
They are complementary implemented workflows. LLM Presence records configured provider prompts; EchoScan supports analyst-captured brand-versus-competitor evidence. Neither starts automatically, and no customer-usage claim is made without published data.
Do you claim to influence AI rankings?
No. LLM Presence measures observed responses for the specific prompts, providers, and runs you configure — a defined, repeatable signal. We never claim proprietary access to how any engine ranks or selects sources.
What if I don't have every provider key?
It runs degraded-mode-safe: it measures whatever providers are configured and clearly labels which engines were covered, rather than failing or inventing coverage it doesn't have.