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About

Preuve AI is market research and competitive intelligence for founders, and the white-label engine agencies, accelerators and consultants use to pre-qualify inbound startups. Real signals, not a confident AI score with nothing behind it. 10 AI agents scan 60+ live sources. The free Reality Check takes about 60 seconds, the full Founder Report about ten minutes. The verdict has to be earned. In our July 2026 benchmark of 6,000+ analyses, the median idea scored 54/100 and 17.5% reached 70, the line for a go. * 21-section Founder Report: competitors, market sizing, demand signals, risks and a go-to-market plan * Up to 15 competitors with funding, pricing and positioning * 3 pivots when the evidence points away from the idea * Data from Crunchbase, G2, Google Trends, SEC EDGAR and Reddit * For agencies: a white-label intake scanner and client reports under your brand Founder Report $59 one-time. Consultant workspace $99 once, then $59 per client report.

About

SignalSumo is a cloud-based SEO and search-visibility platform for businesses, in-house marketing teams, consultants, and agencies. It combines technical website audits with prioritized recommendations, keyword research, rank tracking, competitor and backlink analysis, local SEO tools, and uptime monitoring. Users can monitor how their brand appears in AI-generated answers, track prompts and competitors, and build prioritized growth plans alongside conventional search optimization. Agency features include multi-client workspaces, white-label reports, and embeddable audit widgets. SignalSumo also provides a developer API and an MCP server on eligible plans, supports Google Search Console, and allows reports and data to be exported as PDF or CSV. The platform supports free Starter access and offers paid plans with different project, keyword, crawl, reporting, and team limits.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Agencies, accelerators, venture studios, and product consultancies that qualify inbound startup leads. Also used by solo founders and angel investors evaluating business ideas before committing capital.

Audience

In-house marketers, SEO consultants and agencies managing organic and AI search visibility

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Not Supported

API

Offers API Supported

Screenshots and Videos

No images available

Screenshots and Videos

No images available

Pricing

$59 one-time
Free Reality Check (free scan). Founder Report $59 one-time, 2 reports $89, 5 reports $199. Lifetime Pro $499 and Lifetime Business $999 one-time (new buyers get 5 and 10 deep scans a month). Investor-Ready Package $499 one-time. Consultants: workspace $99 once (white-label, commercial license, first client report included), then client reports at $59 / $89 / $199. A program for 30+ client projects a month is available on request from the founder.
Free Version Supported
Free Trial Not Supported

Pricing

$0
Starter is free with 1 project, 3 tracked keywords and a 200-page audit, with no time limit. Paid plans are Mid at $49/month, Pro at $99/month, and Agency at $249/month, billed monthly. Paid plans include a 7-day free trial. Annual billing is also available.
Free Version Supported
Free Trial Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 5.0 / 5
ease 4.5 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Pros & Cons from Real Users

Pros

  • totally fine tuned software. good ai measurements and data. probably better than other tools out there
  • I like how they group and make the data so easy to use and working. I am using their $41 200 Prompts,Competitor Research,Prompt Research,Brand Tracking.. Works flawlessly everytime. ALso export to pdf with your brand name.Good features. Easy win when compared to Semrush AIO tool which costs 5 times.

Cons

  • need to have more mcp features and need drupal and other integrations
  • The Mobile user panel needs to be worked on. A few components needs scrolling but then it has a lot of data to display,UI could be improved

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Preuve AI
Founded: 2026
France
preuve.ai/consultants

Company Information

SignalSumo
Founded: 2026
United States
signalsumo.com

Alternatives

EntreDash

EntreDash

EntreDash, Inc.

Alternatives

OpenSEO

OpenSEO

Every App

Categories

Categories

AI SEO Supported
SEO Supported

Integrations

Google Search Console Not Supported
Model Context Protocol (MCP) Not Supported

Integrations

Google Search Console Supported
Model Context Protocol (MCP) Supported
Claim Preuve AI and update features and information
Claim Preuve AI and update features and information
Claim SignalSumo and update features and information
Claim SignalSumo and update features and information