Choose for the decision you need to make next.
An audit is a bounded diagnosis: it explains what is happening, why competitors enter the considered set, and what to fix. Monitoring is a recurring time series: it shows whether a stable question set changes. Most B2B SaaS teams should sequence the work as Audit → Fix → Retest → Monitor.
AI visibility audit
Strengths
- ✓ Inspects raw answers, recommendations, citations, and competitor displacement
- ✓ Defines commercially useful prompts before measurement
- ✓ Produces a bounded, human-reviewed action plan
Limitations
- — A snapshot does not prove a durable trend
- — A new audit or retest is required to measure later change
AI visibility monitoring
Strengths
- ✓ Tracks the same approved questions on a recurring cadence
- ✓ Surfaces regressions, gains, and competitor movement
- ✓ Supports ownership and reporting after a baseline exists
Limitations
- — A weak prompt set produces a precise-looking but weak time series
- — Movement alone may not explain which evidence gap caused it
Use the operating question, not the category label.
Do you know what to fix?
If not, start with an audit. Monitoring cannot replace the diagnosis that defines the evidence gap and implementation priority.
Have fixes shipped?
Retest the affected questions after implementation. This separates a completed task from an observed outcome.
Is the question set stable?
Monitoring becomes valuable when commercial prompts, markets, and owners are defined well enough for repeated measurement.
Would a change trigger action?
Monitor only metrics with an owner and response rule. Otherwise the recurring dashboard becomes reporting overhead.
Audit → Fix → Retest → Monitor
- 01
Audit
Establish the question set, baseline, evidence, and prioritized gaps.
- 02
Fix
Improve sourceable proof, positioning, and pages tied to a supported finding.
- 03
Retest
Repeat affected questions under recorded conditions and inspect the answer evidence.
- 04
Monitor
Track stable commercial questions and act on meaningful change.
The commercial model follows the workflow.
The Visibility Snapshot is free. The human-reviewed Recommendation Audit is currently $499 for the first 5 founding customers, then $750. Managed Monitoring is $399/month with a 3-month minimum and is available only after a completed audit.
Review current pricingStart with the smallest useful measurement.
Run a bounded free snapshot before buying a deeper Recommendation Audit.
Method before score
Review the question set, provider conditions, retained evidence, limitations, and confidence rules before comparing results.
Learn the methodology