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Conversion Optimization

AB Tasty

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Panel rating · 6 judges · How to read the stars

Category median

Sovereignty: not determined

0–5 in half steps. 5 means the rubric's top anchor is met on the evidence.

by AB Tasty SAS · www.abtasty.com

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AB Tasty: AI-assisted analysis on whats-best.ai AB Tasty: AI-assisted analysis on whats-best.ai (dark)

Add ?theme=dark to the image address for dark backgrounds. The badge shows the category and the month of the latest evaluation, and EU-Made where that is the product’s provenance. It never shows a score.

AB Tasty at a glance

Vendor
AB Tasty SAS
Headquarters
Not stated on the vendor’s pages as of 13 Oct 2026
Data hosting
Not stated on the vendor’s pages as of 13 Oct 2026
Free plan
Not stated on the vendor’s pages as of 13 Oct 2026
Panel verdict
The AI panel rates AB Tasty 2.5/5, the mean of 6 judges. AB Tasty's bench results are strongest on data and integrations, where scores run 6 to 7: a public API with role-based revocable credentials, BigQuery, Redshift and Snowflake connectors with daily exports, and all collected data exportable through the Data Explorer API. how scores are made
As of
Vendor pages captured 13 Oct 2026; evaluated by the panel 15 Oct 2026. all sources

AB Tasty alternatives, European ones first →

Read this page as one judge. Each weighs the same scores by what they care about.

The Product Engineer

Weighted verdict

Ships experiments behind feature flags and would rather not ship a third-party script at all. Wants server-side SDKs for the stack in use, edge delivery, metrics computed in the warehouse the team already trusts, and an API good enough to build internal tooling on.

Same scores as the panel view — this lens weights them the way this judge cares.

Scored by The Product Engineer

Panel median The Product Engineer This judge’s scores over the panel median. Each label opens its reasoning below.
Scores per criterion, in stars out of 5
Criterion Panel median The Product Engineer
Experiment types & delivery 3 of 5 3.5 of 5
Statistical method & guardrails 3 of 5 3 of 5
Consent & visitor tracking 3 of 5 3 of 5
Snippet performance & flicker 2.5 of 5 3 of 5
Analytics, data export & integrations 3.5 of 5 3.5 of 5
European sovereignty 0.5 of 5 1 of 5

Experiment types & delivery

How this is scored

What can be tested and where: client-side changes through an editor, server-side and feature experiments through SDKs, multivariate and multi-page tests, and personalisation — judged on what the documentation shows rather than on the feature grid.

0 — Simple A/B split of one page element through a visual editor; no server-side option, no targeting beyond URL.

3 — Client-side A/B and split-URL tests with basic audience targeting, and no SDK or server-side delivery.

5 — Client-side and server-side experiments through documented SDKs for common languages, multivariate and multi-page tests, audience targeting on behaviour and attributes, and rule-based personalisation.

8 — Feature-flag-based experiments sharing one audience and metric model with web tests, mutually exclusive experiment groups, holdouts, edge or CDN delivery, and personalisation that can itself be tested against a control.

10 — One experimentation programme across every surface: web, app, server and edge from the same platform, experiment interactions managed, a documented experiment lifecycle from hypothesis to archived result, and a library of past results a team can search.

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The Product Engineer

The server-side delivery I care about is genuinely documented: seven SDKs that pull a bucketing file from the closest CDN endpoint and assign variations locally with MurmurHash, kept consistent across platforms on one visitor ID, plus an SSR integration that fetches flags server-side. The web side has visual and code editors, multivariate tests with subtests, and behavioural targeting, but we found no public information on mutually exclusive experiment groups, holdouts, or personalisation tested against a control — the flag-platform tier of scope stays unevidenced. 1 2 7 8

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Statistical method & guardrails

How this is scored

Which statistics decide the winner and what protects the customer from misreading them. Scored on what the vendor documents: the method by name, how peeking and multiple comparisons are handled, and whether sample ratio mismatch is detected.

0 — A "winner" or "probability to beat" figure with no documented method, no stated sample-size guidance and no warning against stopping early.

3 — The method is named (frequentist or Bayesian) but its assumptions are not documented, and nothing prevents a test from being called while it is still underpowered.

5 — Documented method with confidence or credible intervals, a sample-size or test-duration calculator, and stated guidance on when a result may be read.

8 — Sequential testing or an equivalent documented protection against peeking, correction for multiple metrics or variants, sample ratio mismatch detection, variance reduction such as CUPED, and guardrail metrics that can stop a harmful test.

10 — The statistics are auditable: methodology published in enough detail to reproduce a result, the choice of method explained per use case, raw per-visitor data available for independent re-analysis, and the interface refuses to present an underpowered result as a conclusion.

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The Product Engineer

The method is named twice over — Bayesian as primary with a frequentist mode a CSM must switch on — with confidence intervals, thresholds (95% chance to win or p under 0.05), sequential testing for futility, and sample ratio mismatch addressed in the reporting documentation. We found no public information on a sample-size or duration calculator, multiple-comparison correction, variance reduction, or guardrail metrics that stop a harmful test, which keeps it a notch below the top tier. 1 3 4

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Snippet performance & flicker

How this is scored

The cost the client-side snippet imposes on the page it tests: blocking load, flicker of original content, script weight and the effect on Core Web Vitals — scored on what the vendor measures and publishes, not on "lightning fast".

0 — A synchronous snippet with no stated size, no flicker handling and no mention of performance.

3 — An anti-flicker snippet that hides the page until the test loads, with a timeout, and no published figures for script size or load cost.

5 — Script size and loading behaviour documented, asynchronous loading option, flicker handling explained with its trade-off, and CDN delivery of the snippet.

8 — Published performance figures including impact on Core Web Vitals, a self-hosting or first-party-domain option for the script, per-project bundles containing only active experiments, and a server-side or edge alternative for flicker-sensitive tests.

10 — Performance is a stated commitment: measured overhead published and maintained, flicker eliminated by edge or server-side rendering as a documented path, and tooling that shows the customer what their own configuration costs the page.

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The Product Engineer

The architecture is the one I'd want to ship — a one-time fetch of the bucketing file with 304 polling, assignment computed locally, hit-sending asynchronous, and an SSR path that passes flags as props to avoid flicker — and campaign loading behaviour is selectable. But we found no published figures for script size or Core Web Vitals impact on any captured page, and no self-hosting or first-party-domain option for the snippet. 1 7 8

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Analytics, data export & integrations

How this is scored

Getting results and raw data out: integration with analytics and tag management, export of visitor-level results, warehouse-native analysis, and an API — because an experiment result that cannot be checked in the customer's own data is a claim, not a finding.

0 — Results visible in the vendor's dashboard only; no export, no analytics integration, no API.

3 — CSV export of aggregated results and one analytics integration, with no visitor-level data and no documented API.

5 — Integrations with common analytics and tag managers, export of results, and a documented API for managing experiments and reading results.

8 — Visitor-level raw data export or streaming to a data warehouse, warehouse-native analysis on the customer's own metrics, CDP integration for audiences, and an API with stated limits.

10 — The platform treats the customer's warehouse as the source of truth: metrics defined once and computed there, full historical experiment data exportable in open formats, and a versioned API a team can build its own programme tooling on.

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The Product Engineer

Warehouse export is properly documented: BigQuery, Redshift and Snowflake connectors, daily exports you can run as often as needed, all collected data through the Data Explorer API, and quota tooling with syntax-checked payloads. The public API handles campaign monitoring, scheduling and user management with roles and revocable credentials, but we found no stated rate limits, no CDP integration, and metrics are still computed by the vendor rather than defined once and computed in my own warehouse. 2 4 9 10

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European sovereignty

How this is scored

Where visitor data is processed and stored and who the contracting entity is. Independently sourced by the sovereignty pipeline; weighted higher here than in categories that hold only the customer's own data, because the script runs on every visitor to the customer's site and their behaviour is what the platform records.

0 — Non-EU vendor and contracting entity, hosting unstated, subprocessors unnamed, and visitor data leaving the EU without a stated safeguard.

3 — EU data residency offered as an option or an enterprise add-on while the contracting entity is non-EU, or the subprocessor list is absent.

5 — EU processing of visitor data as standard and an EU contracting entity, but parts of the chain — CDN, support access, analytics — are non-EU without an explained safeguard.

8 — EU hosting on named infrastructure including the delivery of the snippet, EU contracting entity, subprocessor list published, and a DPA covering the visitor data the script collects.

10 — Sovereign end to end and evidenced: vendor, entity, hosting, snippet delivery and every subprocessor European, certification published, and no visitor data reaching a non-EU party at any point.

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The Product Engineer

Nothing here is confirmed: we found no public information on where visitor data is processed or hosted, the captured pages name no infrastructure for the CDN endpoints the SDK connects to, and no subprocessor list or DPA appears anywhere in what was captured. For a script that records every visitor's behaviour, the absence of any stated residency or safeguard is disqualifying for now. 5 8

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Pricing transparency not rated — the vendor publishes no price

How this is scored

A category priced by traffic — monthly tracked users, visitors or impressions — where the tier a site lands in depends on numbers the buyer has to estimate. Whether a buyer can compute the real annual cost including traffic limits, overage, server-side or personalisation modules and seats — from public pages alone.

0 — No public prices at all; every tier is a sales conversation.

3 — A starting price or a free tier exists, but the traffic metric, the limits and what happens above them are unstated — the invoice is unknowable.

5 — Tier prices public with the traffic metric and its limits defined, but at least one commonly needed piece (server-side SDKs, personalisation, overage) is unpriced or "contact sales".

8 — Every tier priced publicly with the traffic metric defined, limits, overage rates, module prices, minimum term and VAT treatment stated.

10 — Complete price computability: annual invoice derivable for a given traffic volume, set of modules and team size, with overage and every add-on published.

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The Product Engineer

We found no public pricing information on any captured page — no tiers, no traffic metric, no limits, no overage terms, so an annual cost is not computable from this evidence. The only cost-adjacent item is tooling to estimate export request quota, which is an operational quota rather than a price. 10

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European sovereignty — proven facts

0 of 4 dimensions proven

Built only from facts shown on the vendor's own pages. A dimension we could not prove is left open, not scored as zero.

Ownership Not determined — uncited Report an error
Data residency Not determined — uncited Report an error
Subprocessors Not determined — uncited Report an error

Questions about AB Tasty

Is AB Tasty European?

Not determined: the vendor’s pages as captured do not say where AB Tasty is based.

Where does AB Tasty store data?

Not stated on the vendor’s pages as of 13 Oct 2026.

Does AB Tasty have a free plan?

Not stated on the vendor’s pages as of 13 Oct 2026.

What are the best alternatives to AB Tasty?

As of 21 Oct 2026, the panel rates GrowthBook (3.5/5), Convert Experiences (3.5/5) and Webtrends Optimize (3/5) highest among the other 31 Conversion Optimization products evaluated. Ratings that look equal are rounded to half stars; the order uses the unrounded rating, then the name. The highest-rated European alternative is Webtrends Optimize (UK / wider Europe). Ratings are the AI panel’s opinion, formed from public evidence: how scores are made. The full list, with European products first: AB Tasty alternatives.

Where this could be wrong

What we left out

A claim that does not survive our checks costs us the claim, not the page. This is what was taken off this one.

Do you know more about AB Tasty? Tell us Report an error on this page

Sources (10)

The pages every claim on this page was read from — each one checked, dated, and kept verifiable.

  1. 1 Experiment types & delivery — found from sitemap docs.abtasty.com Checked 13 Oct 2026 Details →
  2. 2 Experiment types & delivery — found from sitemap docs.abtasty.com Checked 13 Oct 2026 Details →
  3. 3 Statistical method & guardrails — found from sitemap docs.abtasty.com Checked 13 Oct 2026 Details →
  4. 4 Statistical method & guardrails — found from sitemap docs.abtasty.com Checked 13 Oct 2026 Details →
  5. 5 Consent & visitor tracking — found from sitemap docs.abtasty.com Checked 13 Oct 2026 Details →
  6. 6 Consent & visitor tracking — found from sitemap docs.abtasty.com Checked 13 Oct 2026 Details →
  7. 7 Snippet performance & flicker — found from sitemap docs.abtasty.com Checked 13 Oct 2026 Details →
  8. 8 Snippet performance & flicker — found from sitemap docs.abtasty.com Checked 13 Oct 2026 Details →
  9. 9 Analytics, data export & integrations — found from sitemap docs.abtasty.com Checked 13 Oct 2026 Details →
  10. 10 Analytics, data export & integrations — found from sitemap docs.abtasty.com Checked 13 Oct 2026 Details →