Prufa vs mabl: enterprise platform vs flat-priced flow QA

mabl is a broad, credit-metered enterprise testing platform; Prufa is flat-priced flow QA with a free URL audit. Dated — including where mabl wins.

These solve different sizes of the problem. mabl is a broad, mature, enterprise-grade platform — UI, mobile, API, performance, and accessibility in one place, AI auto-healing, SOC 2, AI-native since 2017 — priced by quote on metered cloud credits. Prufa is a narrow, transparent, self-serve flow checker: flat public pricing, a free audit that needs only a URL, and findings split into verified (code-checked) vs advisory (AI opinion). Choose mabl if you need one platform to cover a whole QA org; choose Prufa if you want a forecastable bill and a zero-setup first look at your critical flows.

Criterion Prufa mabl
Pricing model Prufa Self-serve subscription: $29 / $99 / $179 per workspace per month, prices public mabl No public dollar prices (“Request a Quote”); credit-based on cloud test runs, 500 credits/mo starting point shared across UI, mobile, API, performance, and accessibility; local test runs free source · checked 2026-07-03
How you buy Prufa Card-first self-serve, 7-day trial, cancel anytime mabl 14-day free trial, then quote-based / sales-led (“Request a Quote”) with custom plans for larger enterprises source · checked 2026-07-03
Test scope Prufa Web-app browser flows first (signup, login, checkout, contact, reset) plus the free audit's deterministic public-page detectors; no API or visual-diff testing mabl Web, mobile (iOS/Android), API (Postman), performance, and accessibility in one platform, plus validation of AI-powered app features source · checked 2026-07-03
Verification model Prufa Same conclusion, richer evidence: actions and expects run in a real browser, while semantic findings carry UI, network, console, screenshot, and repro proof mabl Low-code / no-code authoring with AI Auto-Healing that recovers tests mid-run from app changes, unexpected UI states, and environmental noise source · checked 2026-07-03
Run metering Prufa 1 LLM call = 1 run, hard cap by default; replays of confirmed flows with working pinned selectors make zero LLM calls and meter zero mabl Credit-metered on cloud test runs (500/mo starting point); local and CI runs free; unlimited cloud concurrency source · checked 2026-07-03
Compliance Prufa No SOC 2 yet (early-stage product) mabl SOC 2 Type 2; SSO (SAML), role-based access, and compliance-ready infrastructure source · checked 2026-07-03
Agent surface Prufa CLI, HTTP API, MCP server, and agent skill are first-class from day 1 mabl Cloud MCP server (launched March 2026) brings mabl into the IDE via a natural-language interface — run tests on code changes, debug failures with a local agent debugger, query deployment/failure insights; plus CLI and CI integrations (GitHub, GitLab, Jenkins) source · checked 2026-07-03

Every mabl claim above links its source and carries the date we checked it — a check date, not continuous verification. Facts can rot; when one does, we correct the page and update the stamp.

Where mabl wins

Be clear-eyed: mabl is the broader, more mature product, and for a real QA organization it’s often the right one.

  • A whole QA platform in one place. mabl covers web, mobile (iOS and Android), API (with a Postman integration), performance, and accessibility, and it validates AI-powered app features. Prufa tests web-app browser flows first and runs a deterministic public-page audit; it does not do API, visual-diff, or performance testing. If your QA gap is a mobile release, an API contract, or a perf budget, mabl covers it and Prufa doesn’t.
  • Maturity and enterprise controls. mabl has been AI-native since 2017, is SOC 2 Type 2, and ships SSO (SAML), role-based access, and priority support. Prufa is a 2026 early-stage product with no SOC 2 yet. If you need a vendor that passes a security review today, that’s mabl.
  • Tests that heal themselves. mabl’s AI Auto-Healing recovers tests mid-run from app changes, unexpected UI states, and environmental noise, so a low-code suite keeps running as the app moves. Prufa’s model is plain-English flows plus monitors, not a large self-maintaining regression suite.
  • Free local and CI runs. With mabl, only cloud runs meter credits — local runs and CI runs are free, so you can run tests on every commit or pull request at no metered cost.

Where Prufa fits better

  • A price you can read off the page. Prufa is a flat public subscription — $29/$99/$179 — and the replay path is free: a confirmed flow on an unchanged UI re-runs as plain code, makes zero LLM calls, and meters zero runs (a CI test asserts the “never metered” list against the actual metering code). mabl doesn’t publish prices — its pricing page sends you to Request a Quote and meters cloud runs on credits. Neither model is wrong, but only one tells you the bill before you commit.
  • A first look that costs nothing and asks for nothing. Prufa’s free 60-second audit needs only a URL — no signup, no card, no trial account — and returns machine-verified findings with evidence. mabl’s entry point is a 14-day trial on an account. To simply see what a tool thinks of your site, the URL-only path is faster.
  • Findings you can trust by construction. Prufa labels every finding verified — asserted by plain deterministic code (a beacon that fired, a selector that overflowed, a flow that didn’t complete) — or advisory, which is the AI’s opinion, marked as such and never dressed up as a hard result. See how Prufa verifies a signup flow for exactly where the line between the LLM and plain code sits.
  • Right-sized for one app, not a QA org. If you’re a founder or a small team who needs the signup, login, and checkout flows to actually work — and to stay working after launch via monitors that don’t pollute your analytics — Prufa is built for that job without a platform to adopt.

The architecture: both now talk to your agent

A year ago this comparison would have been “enterprise platform vs indie tool.” It isn’t anymore: mabl shipped a cloud MCP server in March 2026, so both products now expose an MCP surface a coding agent can call. The honest axis isn’t whether your agent can drive the tool — it’s what the tool treats as the source of truth.

mabl’s MCP server lets an agent run tests tied to a code change, debug failures with a local debugger, and query deployment and failure insights from the IDE — it’s a control surface over a broad, self-healing test platform. Prufa draws a hard line inside its own loop: an LLM does the navigating; plain, deterministic code does the verifying. A finding only earns the “verified” tier when code can assert it against captured browser evidence — a network beacon, a rendered layout measurement, a completed flow. Anything that’s really the model’s judgment is labeled advisory and can never be silently promoted to a hard verdict.

That’s not a knock on mabl — it’s a different scope and a different promise. mabl optimizes for coverage: one platform that builds, runs, and heals tests across every surface a QA team owns. Prufa optimizes for a forecastable, auditable first line of defense on the flows that decide whether a launch works, with a free look that starts from nothing but a URL.

Which one fits your team?

Choose mabl if:

  • you need one platform across web, mobile, API, performance, and accessibility;
  • you want an auto-healing regression suite maintained across a QA org;
  • you need SOC 2 and enterprise controls (SSO, RBAC) on the QA vendor today.

Choose Prufa if:

  • you want a flat, forecastable bill and replays that cost nothing to re-run;
  • you (or your coding agent) want to see what a QA tool thinks of a URL in 60 seconds, with no signup and no trial account;
  • you want every finding labeled verified-by-code or advisory-by-AI, so you know exactly what you’re trusting.

New to the category and not sure any of these is right yet? Start with the honest roundup of AI QA tools — where each of these tools, including Prufa, genuinely wins.

The comparison table above carries a source link and a check date on every mabl claim. If a fact has rotted, the page gets corrected and the stamp updated.

Frequently asked questions

What does mabl cost?

As checked on 2026-07-03, mabl does not publish dollar prices — its pricing page directs you to Request a Quote and offers a 14-day free trial. Billing is credit-based on cloud test runs, with a 500-credits-per-month starting point shared across UI, mobile, API, performance, and accessibility; local test runs are free. Third-party trackers estimate entry around $500/month and enterprise deals in the five figures per year, but mabl publishes none of this.

Is Prufa a cheaper mabl alternative?

It's a more predictable one. Prufa is a flat public subscription — $29/$99/$179 per workspace per month — while mabl is quote-based on metered credits, so there's no sticker to compare directly. Prufa's advantage is forecastability, not a guaranteed lower bill at scale: replays of confirmed flows on an unchanged UI make zero LLM calls and meter zero runs. mabl's cloud runs consume credits; its local and CI runs are free.

Does mabl or Prufa cover more?

mabl, clearly. As checked on 2026-07-03 it tests web, mobile (iOS/Android), API, performance, and accessibility in one platform, validates AI-powered features, and has been AI-native since 2017 with SOC 2 and enterprise controls. Prufa is browser-flow-first — signup, login, checkout, contact, password reset — plus a free public-page audit and continuous monitors; it does no API, visual-diff, or performance suites. If you need that breadth, mabl is the broader fit.

Can my coding agent drive both mabl and Prufa?

Yes — this is parity, not a Prufa-only feature. mabl shipped a cloud MCP server in March 2026 that runs tests, debugs failures, and queries insights from your IDE; Prufa ships an MCP server, CLI, HTTP API, and agent skill. The difference is what each returns: mabl drives its test platform from the IDE, while Prufa's free first call needs only a URL and returns an evidence-gated verdict split into verified and advisory.