AI recommendation audits for B2B SaaS

Is AI recommending your SaaS—or your competitors?

Evidlume shows small B2B SaaS teams whether AI recommends their product, which competitors replace it, and what to improve next—with every result backed by the original AI response.

No credit card required for the Free plan.

app.evidlume.example/audits/report
Completed audit

Audit Target

ZenDesk
SalesforceFreshdeskIntercom
16 model runs

Share of Voice (SOV) by Engine

Illustrative sample
ChatGPT SearchZenDesk: 42% | Salesforce: 48% | Freshdesk: 10%
Google GeminiZenDesk: 15% | Salesforce: 25% | Freshdesk: 60%
Perplexity AIZenDesk: 74% | Salesforce: 16% | Freshdesk: 10%
Replacement risk: Gemini routes 60% of this sample's recommendations to Freshdesk. Values shown are illustrative.
Structured output parsed
Report snapshot saved
Raw evidence available

Logical AI sources available in the current audit workflow

OPENAIPERPLEXITYGEMINICLAUDE

Your buyers are asking AI which product to choose.

Do you know whether it recommends your product, which competitor wins instead, and what caused the difference?

The old way: manual & blind

  • ×Test buyer questions manually across separate AI platforms.
  • ×Guess whether a missing mention is a pattern or a one-off answer.
  • ×Lose the evidence across scattered chats and inconsistent prompts.
  • ×See competitors win without knowing what to improve next.

The Evidlume way: automated & measurable

  • Run the same buyer questions across multiple AI models.
  • Measure brand visibility, ranking, and competitor replacement risk.
  • Trace every score back to the original stored response.
  • Turn the findings into focused content and positioning actions.

Full audit loop

A complete recommendation audit, without unsupported automation claims.

Prompt matrix

Run anchored and generic probes across AI engines.

SOV scoring

Calculate recommendation share by model and brand.

gpt-4ogeminisonar

Raw evidence

Trace every score back to the stored model response.

Structured parsing

Normalize messy AI responses into typed JSON.

Report exports

Export completed evidence as CSV or report data as JSON.

gpt-4ogeminisonar

Secure workspace

Keep organization data isolated with Supabase Auth and RLS.

From prompt to board-ready report

The slow work moves into the background queue. Your team gets the numbers.

01

Define

Enter brand, competitors, and buyer persona.

02

Probe

Evidlume launches multi-engine AI tests through the worker queue.

03

Parse

Responses are converted into structured brands and sentiment.

04

Report

SOV charts and evidence are stored in your dashboard.

05

Act

Use the prioritized recommendations to update content and positioning.

Sample report

A decision-ready view, with evidence attached.

Review the structure of a completed audit before creating an account. Sample values are clearly labeled and never presented as customer results.

Explore the sample

Example category audit

Illustrative data · 16 model runs

Sample

Visibility

62/100

Top 3 hit rate

56%

Replacement risk

Medium

Gemini replaces the example brand when enterprise integrations dominate the prompt.
Each recommendation links to the exact stored answer used in the score.

Insight center

See where AI engines favor you—or a competitor.

Compare models, diagnose why a competitor is winning, and prioritize the pages or positioning that should be improved first.

SOV
43%
+8.2%
Sentiment
Positive
stable
Risk
Gemini
high
Sample: Gemini favors a competitor when the prompt emphasizes omnichannel support.
Sample: Perplexity cites recent integration pages more often than product pages.
Sample: OpenAI mentions the example brand when enterprise controls appear in the prompt.

Built for small teams that need an answer, not another analytics stack.

Run a focused audit before investing in a large monitoring platform. Marketing gets clear next steps, while every conclusion remains tied to evidence.

B2B SaaS founders validating category positioning
Growth teams investigating competitor recommendations
Marketing teams planning GEO and comparison content
Product teams testing launch and repositioning messages
Small agencies delivering AI visibility audits

Why Evidlume

Move from ad-hoc checking to a repeatable audit.

Manual checks are useful for exploration. Evidlume turns them into one consistent, evidence-backed audit your team can review and repeat.

CapabilityEvidlumeAd-hoc manual
Run the same buyer questions across modelsAutomatedManual setup
Keep prompts and repeat counts consistentBuilt inEasy to vary
Measure rankings and competitor replacementCalculatedSpreadsheet work
Trace every score to the original responseLinked evidenceManual filing
Store one decision-ready reportOne reportSeparate chats and files

Proof before promises

See what the product does, then decide.

We do not publish invented logos, review scores, or customer quotes. Product evidence is available now; attributed customer stories will appear only after approval.

Four logical AI sources available through the production audit worker

A standard full audit produces 16 comparable model runs

Every score links back to the stored model answer

Completed reports can be exported as CSV evidence or JSON

Customer stories are being collected

We are inviting early B2B SaaS teams to validate the workflow and approve an attributable case study. No endorsement is implied until then.

Become a design partner

Trust foundation

Practical safeguards, described without certification theater.

Evidlume documents the controls currently implemented and does not claim SOC 2, ISO 27001, or other certifications it has not earned.

Server-side credentials

AI, billing, and database administration credentials stay out of browser code.

Workspace isolation

Application checks and Supabase RLS scope customer-facing records to a workspace.

Validated sessions

Protected dashboard pages and API routes require a current Supabase Auth user.

Billing safeguards

Signed Creem events, duplicate detection, and retryable processing protect subscription updates.

Pricing

Choose the audit volume you can actually use.

Monthly plan limits match the current application configuration. Paid checkout is completed securely through Creem after sign-in.

Free

$0

Validate one focused AI visibility question before upgrading.

Start free
  • 1 audit per month
  • One authenticated workspace
  • Up to 2 AI sources
  • Dashboard report with raw evidence

Pro

$29/month

For a small SaaS team auditing one product category regularly.

Choose Pro
  • 20 audits per month
  • Up to 3 AI sources per audit
  • One authenticated workspace
  • CSV and JSON report exports

Team

$99/month

For higher-volume teams running on-demand audits regularly.

Choose Team
  • 80 audits per month
  • All 4 available AI sources per audit
  • Dashboard reports with raw evidence
  • CSV and JSON report exports

Taxes, currency conversion, and final charge details are shown by Creem before purchase.

FAQ

Clear answers before you start.

The current audit workflow supports OpenAI, Perplexity, Gemini, and Claude logical sources. Production calls are routed server-side, primarily through OpenRouter.

See whether AI recommends you—or a competitor.

Run a focused audit, inspect the original responses, and leave with a clearer view of what your SaaS should improve next.

Run a free audit