Is AI Recommending Your SaaS—or Your Competitors?

Introduction

In the modern business world, buyers often use artificial intelligence to decide which software to purchase. Evidlume is a specialized tool designed to help small B2B SaaS teams determine whether AI models recommend their product. It also shows which competitors are being suggested as replacements and what specific improvements are needed. Unlike traditional analytics, Evidlume provides every result backed by the original AI response, ensuring transparency and actionable insights.

Benefits

Evidlume solves several problems that come with manually checking AI visibility. Teams no longer need to test buyer questions across separate AI platforms individually. The tool helps them spot patterns instead of getting lost in one-off answers. It also prevents lost evidence by keeping all insights in one place. Teams can see when competitors are winning recommendations and understand the root cause. This allows them to make focused changes to their content and positioning strategies.

Key advantages include:-Multi-Engine Testing: The platform supports OpenAI, Perplexity, Gemini, and Claude. Production calls are routed server-side, primarily through OpenRouter.-Share of Voice Scoring: It calculates the recommendation share by model and brand. For example, one brand might hold 42% of recommendations on one engine while a competitor holds 48% on another.-Replacement Risk Analysis: The tool identifies scenarios where AI models route recommendations to competitors. In some samples, Gemini has been shown to route 60% of recommendations to a competitor over the primary brand.-Raw Evidence Tracing: Every score links back to the stored model answer. This allows teams to inspect exactly why a recommendation was made or missed.-Structured Parsing: The system normalizes messy AI responses into typed JSON for easy analysis.-Export Options: Completed reports can be exported as CSV evidence or JSON data.-Secure Workspace: It uses Supabase Auth and Row Level Security to keep organization data isolated.

Use Cases

Evidlume is built for small teams that need answers rather than another complex analytics stack. Ideal users include:- B2B SaaS founders validating category positioning.- Growth teams investigating competitor recommendations.- Marketing teams planning geographic and comparison content.- Product teams testing launch and repositioning messages.- Small agencies delivering AI visibility audits.

The audit workflow is simple and effective:1.Define: Enter the brand name, competitors, and buyer persona.2.Probe: Evidlume launches multi-engine AI tests through a worker queue.3.Parse: Responses are converted into structured brand data and sentiment analysis.4.Report: Share of Voice charts and evidence are stored in the dashboard.5.Act: Teams use prioritized recommendations to update content and positioning strategies.

A completed audit provides a decision-ready view, including a visibility score, the top three hit rate, and replacement risk categorized as low, medium, or high. The insight center offers specific notes on model behavior, such as how Gemini may favor a competitor when prompts emphasize omnichannel support.

Pricing

Pricing is structured around audit volume to match team needs.

Free Plan ($0/month)

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

Pro Plan ($29/month)

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

Team Plan ($99/month)

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

Note: Taxes, currency conversion, and final charge details are handled securely through Creem before purchase.

Vibes

Evidlume transforms ad-hoc checking into a repeatable, evidence-backed audit process. By moving the slow work of testing into the background, it allows marketing and product teams to receive clear numbers and actionable insights. This approach ensures that every conclusion is tied to evidence, enabling teams to move from guesswork to strategic positioning before investing in larger monitoring platforms. The tool emphasizes practical safeguards without claiming unearned certifications like SOC 2 or ISO 27001. Key security measures include server-side credentials, workspace isolation, validated sessions, and billing safeguards.

Additional Information

Evidlume does not publish invented logos, review scores, or customer quotes. Product evidence is available now, and attributed customer stories will appear only after approval. The platform focuses on providing clear data and actionable insights to help small teams compete effectively in the AI-driven marketplace.