How do most AI SaaS tools charge (credits vs monthly subscriptions)?

Most modern AI SaaS tools use hybrid pricing: an entry-level monthly subscription that includes a fixed monthly credit quota, paired with pay-as-you-go top-ups for high-volume LLM inference and generation.

Can I find free and open-source AI tools on SaaSearch?

Yes. You can filter listings by pricing model (Free, Freemium, or Paid) and tech stack. Many makers provide 100% free open-source tiers with self-hosting instructions and MIT licenses.

How are MRR and user counts verified for AI startups?

SaaSearch integrates directly with Stripe and Paddle telemetry to verify recurring monthly revenue, growth velocity, and active users, ensuring figures are authentic rather than estimated.

How can AI developers launch their product on SaaSearch?

Founders can submit their AI application for free. Once you add the verified SaaSearch launch badge to your homepage, your listing is published immediately to today's launch leaderboard with zero queue delay.

SaaSearch - The Search Engine for SaaS and AI products

34 products for AI Knowledge Management platforms (0.05 seconds)

Edgee

https://edgee.ai›ai & machine learning›Edgee

Edgee: Fewer tokens, same context for AI coding agents. - result 31

Sep 18, 2026 - Edgee offers Token Compression V2, an AI optimization service engineered for coding agents. It significantly reduces token spend by employing a... Read more

5.0(1)1upvote

AI Optimization Token Compression Coding Agents

1edgee

MakersClaw

https://makersclaw.com›ai & machine learning›MakersClaw

MakersClaw: AI operating system to align company goals with automated agents and workflows. - result 32

Sep 18, 2026 - MakersClaw is an AI-powered operating system designed to transform company goals into actionable agents, workflows, and automations. It... Read more

5.0(1)1upvote

AI Automation AI Agents Business OS

1makersclaw

Naoma AI

https://naoma.ai›ai & machine learning›Naoma AI

Naoma AI: Automate product demos 24/7 with your AI Sales Agent. - result 33

Sep 14, 2026 - Naoma AI provides an innovative AI-powered video sales agent designed to automate and personalize product demonstrations around the clock. It... Read more

5.0(1)1upvote

AI Sales Agent Automated Demos Lead Qualification

1naoma

Infragrid

https://infragrid.ai›ai & machine learning›Infragrid

Infragrid: Turn screen recordings into intelligent AI agents for browser and desktop automation. - result 34

Sep 14, 2026 - Infragrid is an AI-powered automation platform that transforms screen recordings into executable agent workflows. Users can record tasks across... Read more

5.0(1)1upvote

Desktop Automation Browser Automation AI Agents

1infragrid

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Edgee: Fewer tokens, same context for AI coding agents.

5.0(1)

Edgee offers Token Compression V2, an AI optimization service engineered for coding agents. It significantly reduces token spend by employing a three-pronged approach: tool result trimming, task-aware tool surface reduction, and output brevity. Designed as a drop-in CLI wrapper, Edgee integrates seamlessly with existing API keys, delivering 15-20% lower token bills in production for active customers. This solution empowers developer teams to cut LLM costs while preserving semantic context, without requiring any code changes.

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