whats-best.ai

Conversion Optimization

Crobox

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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 Crobox B.V. · www.crobox.com

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Crobox: AI-assisted analysis on whats-best.ai Crobox: 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.

Crobox at a glance

Vendor
Crobox B.V.
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 Crobox 1.5/5, the mean of 6 judges. Crobox B.V., presented as an AI-powered product discovery and guided selling platform, earns its best scores on consent and tracking, where judges' scores cluster at 7-8: with the documented opt-in setting on, no cookies are set before consent, pre-consent events are neither sent, queued, nor counted retroactively, the first-party _crbx cookie carries a 180-day default expiry, local storage resets after 30 minutes of inactivity, and revocation removes the cookie. how scores are made
As of
Vendor pages captured 13 Oct 2026; evaluated by the panel 15 Oct 2026. all sources

Crobox 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 2 of 5 2 of 5
Statistical method & guardrails 2 of 5 2 of 5
Consent & visitor tracking 3.5 of 5 4 of 5
Snippet performance & flicker 0 of 5 0 of 5
Analytics, data export & integrations 1 of 5 0.5 of 5
European sovereignty 0.5 of 5 0.5 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

What can be tested lives inside their own components: A/B and multivariate variants of a Product Finder with weight-based session allocation, editing mid-test, a control group, and rule-based targeting across product, visitor, session, cart and behaviour data that goes well beyond basic audiences. But we found no public information on server-side delivery, SDKs for our stack, feature flags, edge delivery or testing arbitrary site surfaces — this is an in-widget testing tool, not a programme across our surfaces. 1 2 3 4

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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

They name the method — a null hypothesis test between the Crobox group and the control group — with a 95 percent significance floor, P value and power explained, a red-to-green data confidence scale and an A/B test calculator. We found no public information on the test's assumptions, protection against peeking, multiple-comparison handling, sample ratio mismatch detection, or sample-size planning, so the colour scale is guidance but not a guardrail. 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

We found no public information on script weight, loading behaviour, flicker handling, Core Web Vitals impact, self-hosting, or a server-side or edge path for flicker-sensitive tests — the pages that describe the client-side implementation state nothing about what it costs the page. For a script that runs on every visitor, publishing nothing measurable is the baseline. 5 6

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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

Results live in their analytics dashboard with per-variant filtering, and the documented integrations run inbound — managed imports of external product data plus CRM webhooks for captured emails and stated preferences. We found no public information on a documented API for managing tests or reading results, visitor-level export, or delivery to a data warehouse, so a result here is a claim I cannot check in my own data. 2 7 8

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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

The vendor is named as a Dutch-form company, but jurisdiction is unconfirmed and the captured pages give no information on where visitor data is hosted, which subprocessors see it, or a data processing agreement covering the behaviour the script collects. With residency and the processing chain unpublished, nothing here evidences EU processing end to end. 1 6

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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 information on prices, tiers, a traffic metric or its limits on any captured page. The only commercial signal is that integrations require "a Crobox contract that includes the integration", which makes every cost a sales conversation rather than a computable invoice. 1 7

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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 Crobox

Is Crobox European?

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

Where does Crobox store data?

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

Does Crobox have a free plan?

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

What are the best alternatives to Crobox?

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: Crobox 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.

Sources (8)

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

  1. 1 Vendor page www.crobox.com Checked 13 Oct 2026 Details →
  2. 2 Experiment types & delivery — found from sitemap docs.crobox.com Checked 13 Oct 2026 Details →
  3. 3 Experiment types & delivery — found from sitemap docs.crobox.com Checked 13 Oct 2026 Details →
  4. 4 Statistical method & guardrails — found from sitemap docs.crobox.com Checked 13 Oct 2026 Details →
  5. 5 Consent & visitor tracking — found from sitemap docs.crobox.com Checked 13 Oct 2026 Details →
  6. 6 Consent & visitor tracking — found from sitemap docs.crobox.com Checked 13 Oct 2026 Details →
  7. 7 Analytics, data export & integrations — found from sitemap docs.crobox.com Checked 13 Oct 2026 Details →
  8. 8 Analytics, data export & integrations — found from sitemap docs.crobox.com Checked 13 Oct 2026 Details →