Rémis
Transparency

How Each Tool Works

4 tools use Claude Sonnet with live web search to verify every claim in real time. 2 tools run entirely in your browser. 1 reads from a curated dataset. Every statistic is source-tagged. Here is exactly what happens with your data.

AI + Live Research— Claude Sonnet + live web search
Client-Side Only— Nothing leaves the browser
Static Dataset— Pre-built data, no AI

What You Provide

1 report

Company name, industry, headcount, revenue, current tech stack, pain points, goals, business location, optional logo + brand color for white-labeled output.

How It Works

1
Industry benchmarks injected

Your industry selection pulls real adoption rates, ROI ranges, and top use cases from our curated benchmarks database. These are fed directly into the AI prompt as grounding data.

2
Tool catalog matched

50+ SaaS tools with verified pricing are filtered by your industry and headcount. The AI only sees tools relevant at your scale — not the full market.

3
Live web research

Claude searches the web in real time to verify current tool pricing, find industry-specific AI adoption statistics, locate ROI case studies, and check market trends. Every claim must trace to a live source or it gets labeled [Estimate].

4
Claude Sonnet generates

Your profile + benchmarks + catalog + research results are processed through a system prompt enforcing 8 required sections, conservative ROI math, source labeling on every statistic, and honest limitation disclosures.

5
Source verification pass

Before outputting, Claude self-audits: does every statistic have a source tag? Does every price match search results? Would a skeptical CFO question any number? Issues are fixed before the report streams to you.

6
Branded and streamed

The report streams in real time with your uploaded logo and brand colors applied to section headers, icons, and dividers. Markdown is parsed into styled sections with auto-generated charts.

What Shapes the Output

  • Your company profile drives every recommendation
  • Live web search verifies pricing and statistics in real time
  • Curated industry benchmarks ground the financial projections
  • Tool catalog filtered to your scale — not marketing page prices
  • System prompt enforces source hierarchy: peer-reviewed > industry reports > vendor claims
  • Every data point labeled: [Verified], [Catalog], [Calculated], or [Estimate]

Limitations

  • Web search results depend on what is publicly available at generation time
  • Tool pricing reflects published rates — negotiated quotes may differ
  • ROI projections capped at 150% unless backed by a named study found via search
  • AI may surface general best practices alongside industry-specific recommendations
  • Not a substitute for professional financial or strategic consulting

Rémis uses Claude Sonnet by Anthropic with live web search enabled for all AI-generated tools. Every statistic is tagged by confidence level: [Verified] (found via live search), [Catalog] (from curated data), [Calculated] (derived with shown math), or [Estimate] (reasonable inference). No user data is permanently stored on our servers. Client-side tools use browser localStorage only. See our Privacy Policy for full details.