Evidence-first product intelligence

Find what’s
worth building.

SaaSift turns market demand, SEO competition, monetization, and product evidence into a practical Build or Skip decision.

See how the research works

Built for indie founders and focused product teams

Public sites only · Analysis typically takes a few minutes

Evidence before opinions

Every conclusion shows where it came from

Six weighted dimensions

No single vanity metric decides the score

Build · Validate · Skip

A clear verdict, not another pile of tabs

Daily discovery

Top Opportunities

0 rankedMore →

Top Opportunities will appear here

After daily discovery finishes scoring active SaaS domains, the highest-quality opportunities are ranked here with evidence-backed reasons.

From domain to decision

Research that ends with a next move.

SaaSift follows the same path a disciplined founder would—only it keeps every signal connected to the decision it supports.

Analyze a market
01

Start with a real market

Enter a product or competitor domain. SaaSift maps what it sells, who it serves, and where demand comes from.

02

Pressure-test the evidence

Search demand, SERP competition, monetization signals, and MVP scope are checked independently—not blended into AI guesswork.

03

Leave with a decision

Get a ranked opportunity, the strongest case for it, the reasons to walk away, and a focused first version to build.

Opportunity scoreWhy nowWhy notMVP brief

Evidence standard

Know what is measured—and what is inferred.

Scores are useful only when you can inspect the case underneath. SaaSift labels the source of every important claim and keeps confidence separate from opportunity potential.

Unknown data stays unknown—it is never silently scored as zero.
01

Observed

Provider or page data captured directly from the market.

CPC · $5.20
02

Derived

A transparent calculation made from observed inputs.

Weak SERP · 4 / 10
03

Inferred

An AI interpretation paired with explicit confidence.

MVP fit · High
Early access pricing

Start free. Pay when the research scales.

SaaSift is free during early access. Planned prices are published now so you can see where the product is heading before billing is introduced.

Explorer

$0during early access

For testing a market before committing serious time.

  • Core market analysis
  • Opportunity score and verdict
  • Observed, derived, and inferred evidence
  • Save promising opportunities
Start exploring

Available now

Best for builders

Builder

$29per month · planned

For indie builders running research every week.

  • Everything in Explorer
  • Full decision reports and exports
  • Opportunity comparison
  • Scheduled market refreshes
Use early access

Free while in early access

Studio

$79per month · planned

For small product teams evaluating multiple markets.

  • Everything in Builder
  • Expanded research limits
  • Priority analysis queue
  • Early access to discovery features
Use early access

Planned after Builder

Frequently asked

Questions before you start.

SaaSift is built to make market research more inspectable—not to make product decisions on your behalf.

What should I enter as a starting point?

Use the domain of a SaaS product, online tool, or competitor you understand. SaaSift analyzes that market and looks for adjacent opportunities rather than producing random startup ideas.

Is the opportunity score generated by AI?

The score is deterministic and combines six weighted dimensions. AI helps interpret product and market context, but inferred claims are labeled separately and include confidence.

Where does the research data come from?

SaaSift combines public website evidence with search, SERP, commercial, and technology signals from configured data providers. Each important claim is marked as observed, derived, or inferred.

Does a high score mean I should build the product?

No score replaces founder judgment. A high score means the available evidence supports deeper validation. Every report also includes the strongest reasons not to build.

Why are the paid plans marked as planned?

Billing is not enabled during early access. You can use the product for free today; the planned prices show the intended direction before subscriptions become available.

How long does an analysis take?

Most analyses take a few minutes. Some data providers may be unavailable or return partial coverage; SaaSift continues where possible and lowers confidence instead of treating missing data as zero.

Your next product starts with a better question

Stop collecting ideas. Start testing markets.

Bring a SaaS, tool, or competitor domain. SaaSift will show you the adjacent opportunity—and the evidence that could kill it.

Start with a domain