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 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 panel's verdict

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. Experimentation scope sits at 4 with no spread: A/B and multivariate testing of the vendor's own Product Finders with weight-based session allocation and deep rule-based targeting. Statistical rigour runs 3-4 on a named null hypothesis test with a 95 percent significance floor. The weak flank: performance impact scores are 0 — no published script size, loading behaviour, or Core Web Vitals impact — data and integrations run 1-2, with results read in the vendor's own dashboard and integrations gated behind an Account Manager, and sovereignty spans 0-1, with data residency and subprocessors unstated. No criterion showed a marked split among the judges; no prices appear on the public pages.

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Speaks for it

  • Documented opt-in setting under which no cookies are set before consent and pre-consent events are neither sent, queued, nor counted retroactively.
  • First-party _crbx cookie scoped to a single domain with a stated 180-day default expiry, reduced on opt-out to a marker carrying no profile identifier, and removed on revocation.
  • A/B and multivariate testing with weight-based session allocation, per-variant editing during a test, and a control group shown invisible messages.
  • Rule-based targeting across product, cart, session, visitor and behavioural data, far beyond URL rules.
  • Named statistical method — a null hypothesis test with a stated P value of 0.05 and 95 percent significance floor, backed by a public A/B test calculator.

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Held against it

  • We found no public information on script size, loading behaviour, flicker handling or measured Core Web Vitals impact — performance impact scores sit at 0.
  • Results are read in the vendor's own dashboard, and we found no public information on result export, a documented API, or visitor-level data — data and integrations scores run 1-2.
  • We found no public information on where visitor data is processed or stored, on subprocessors, or on the contracting entity's confirmed jurisdiction — sovereignty scores span 0-1.
  • Testing appears confined to the vendor's own Product Finder experiences, with no public information on server-side or SDK delivery, split-URL tests, feature flags or holdouts.
  • We found no public information on confidence intervals, sample-size or duration planning, or protections against peeking and multiple comparisons.

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Best for

  • You run an ecommerce shop and want to test guided product finders with pre-consent behaviour documented well enough to hand to legal or a DPO.
  • You need campaign targeting driven by cart contents and value, product popularity rank, referrer, geo, device and idle time rather than URL rules alone.
  • You already hold review data such as Bazaarvoice and want it imported as product properties usable across the vendor's experiences.

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Avoid if

  • You need to run experiments across arbitrary site surfaces, not just the vendor's own Product Finder experiences.
  • You must verify experiment results in your own analytics platform or warehouse before acting on them.
  • You cannot add a script to every page without published figures for its size, loading behaviour, or Core Web Vitals impact.
  • Your procurement requires confirmed data residency and a published subprocessor list before contracting.

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The scores

Panel median The median of the judges’ scores per criterion. Each label opens its reasoning below.
Scores per criterion, in stars out of 5
Criterion Panel median
Experiment types & delivery 2 of 5
Statistical method & guardrails 2 of 5
Consent & visitor tracking 3.5 of 5
Snippet performance & flicker 0 of 5
Analytics, data export & integrations 1 of 5
European sovereignty 0.5 of 5

Experiment types & delivery

Show reasoning
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 Growth Lead

A/B and multivariate testing is documented with weight allocation, live variant editing and per-variant analytics, but only for the vendor's own Product Finder experiences — we found no public information on a visual editor for the rest of our site, split-URL tests, or server-side and SDK delivery. Targeting is the standout: cart contents and value, product popularity rank, referrer, geo, device, idle time and saved segments, far beyond URL rules. That puts it above a basic client-side tester but short of a full experimentation platform. 2 3

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The E-Commerce Manager

A/B and multivariate testing is documented with weight-based session allocation, per-variant reporting and editable variants — but scoped to the vendor's own Product Finders rather than arbitrary pages. Targeting is genuinely deep, with rule-based filters across cart, session, behaviour, product and geo attributes, and campaigns run against a control group shown invisible messages. We found no public information on server-side or SDK delivery, split-URL tests, feature flags, holdouts or mutually exclusive experiments. 2 3 4

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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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The CRO Consultant

The documentation shows A/B testing of Product Finder variants with configurable weight splits, multivariate tests with multiple variants, and campaigns targeted by rule-based logic across product, visitor, session, cart and behaviour data, each measurable against a control group shown invisible messages. We found no public information on server-side or SDK delivery, split-URL tests, feature flags, holdouts or mutually exclusive experiments, and testing appears confined to Crobox's own experiences rather than arbitrary site content — so a programme that must test beyond those widgets has little to build on here. 2 3 4

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The Data Protection Officer

A/B and multivariate testing is documented for variations of the vendor's own product finders — questions, styling, flows — with weight-based session allocation, plus rule-based targeting across product, visitor, session, cart and behaviour data that goes well beyond URL rules. I found no public information on server-side or SDK delivery, split-URL tests, feature flags, mutually exclusive groups or holdouts, so the scope stays in the middle band. 2 3

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The Skeptic

The documentation shows A/B and multivariate testing of Product Finder variants with weight-based session allocation, genuinely rich rule-based targeting across product, cart, session and behavioural data, and an invisible-message control group for campaigns. We found no public information on SDKs, server-side or feature-flag delivery, mutually exclusive experiments or holdouts, and the testable surface is Crobox's own experiences rather than the customer's site at large. 2 3 4

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Statistical method & guardrails

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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 Growth Lead

The method is named — a null hypothesis test reported at a P value of 0.05 with 95% statistical significance — and the red-to-green data confidence scale based on impact and number of trials is a real signal against reading thin results. But we found no public information on confidence intervals, a sample-size or duration calculator, peeking protection, multiple-comparison correction or sample ratio mismatch detection. I could show finance the significance level, not reproduce it. 2 4

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The E-Commerce Manager

The method is named — a null hypothesis test of Crobox group versus control group — with P value and Power as the deciding metrics, a stated bar of 95% statistical significance, a red-to-green data confidence scale, and a public A/B test calculator for checking confidence yourself. We found no public information on confidence or credible intervals, on how peeking or multiple comparisons are handled, on sample ratio mismatch detection, variance reduction or guardrail metrics. 4 2

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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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The CRO Consultant

The method is named — a null hypothesis test with a stated 95% significance floor, P Value and Power as the metrics — backed by a red-to-green data confidence scale and a customer-facing A/B test calculator. We found no public information on confidence intervals, sample-size or duration planning, or protections against peeking, multiple comparisons and sample ratio mismatch, so I could not defend a result from this platform to a client's analysts. 4 2

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The Data Protection Officer

The method is named — a null hypothesis test of the vendor group against a control group shown invisible messages — with a stated P Value of 0.05 and a 95 percent significance floor, Power named as a metric, colour-coded data-confidence guidance on when a result may be read, and a public A/B test calculator. I found no public information on confidence intervals, sample-size or duration planning, or any handling of peeking and multiple comparisons, so an underpowered result can still be read as a finding. 4

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The Skeptic

A null hypothesis test is named, with a stated P value of 0.05 and a red-to-green "data confidence" bar, and Power is mentioned as a metric — but the assumptions are undocumented: no intervals, no sample-size or duration planning, and the offered calculator checks significance after the fact rather than sizing a test. We found no public information on protections against peeking, on multiple-comparison correction despite offered multivariate tests, or on sample ratio mismatch detection; a green "trustworthy" bar resting on an undocumented method is exactly the kind of number I read as marketing. 4 2

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Snippet performance & flicker

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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 Growth Lead

We found no public information on script size, loading behaviour, flicker handling, CDN delivery or any effect on Core Web Vitals on any of the captured documentation pages. There is nothing measured or published here to evaluate the cost the snippet imposes on the page. 2 5

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The E-Commerce Manager

We found no public information on script size, loading behaviour, flicker handling or any measured effect on Core Web Vitals — nothing published lets me estimate what the snippet costs a product page, and that is the number I shop on. 5 6

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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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The CRO Consultant

We found no public information on snippet size, loading behaviour, asynchronous loading, flicker handling or any measured effect on Core Web Vitals. That leaves me nothing a client could weigh against the cost of running the script on every page, which is exactly the number I need before recommending a contract. 1 2

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The Data Protection Officer

I found no public information on script size, loading behaviour, flicker handling, Core Web Vitals impact, or any self-hosting, first-party-domain or edge-delivery option for the snippet. The captured pages give me nothing measured or published to assess on this criterion. 1

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The Skeptic

The captured pages document a client-side script and nothing about what it costs the page: we found no public information on script size, loading behaviour, flicker handling, or any measured impact on Core Web Vitals. With no published figures and no performance discussion anywhere captured, this sits at the bottom of the scale. 5 1

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Analytics, data export & integrations

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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 Growth Lead

Results live in the vendor's analytics dashboard with per-variant filtering, and the documented integrations are vendor-managed, Account Manager-gated imports of product data (Bazaarvoice) plus CRM webhooks for finder email captures. We found no public information on exporting aggregated or visitor-level results, warehouse delivery, analytics-platform integrations, or a documented API for reading results. An uplift I cannot check in our own data is hard to defend to the board. 2 7 8

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The E-Commerce Manager

Results live in the vendor's analytics dashboard with per-variant filtering, and the documented integrations are managed, contract-gated data imports such as Bazaarvoice review data, plus CRM webhooks carrying captured emails and stated preferences. We found no public information on export of aggregated or visitor-level results, on analytics or tag-manager integrations, a warehouse route, or a documented API for reading results. 2 7 8

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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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The CRO Consultant

Results sit in Crobox's own analytics dashboard with per-variant filtering; the documented integrations import external product data in (managed enrichment, Bazaarvoice) or push Product Finder email captures out to a CRM, all requiring contract and Account Manager involvement. We found no public information on export of visitor-level results, integration with the customer's analytics or tag management, or a documented API for reading results — so a result from this platform cannot be checked in the client's own data, which makes it a claim rather than a finding. 7 8 2

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The Data Protection Officer

Results are compared in the vendor's own analytics dashboard filtered by variant, and the documented integrations import external product data in and send product finder email captures and stated preferences out to CRM via webhooks — all managed and requiring configuration with the vendor's team. I found no public information on export of visitor-level data, a documented results API, or warehouse or analytics-platform integration, so a buyer cannot check an experiment result against their own data from what is published. 2 7 8

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The Skeptic

Results are read in the vendor's own analytics dashboard, and the documented integrations — managed product-data imports and CRM webhooks — are gated behind an Account Manager rather than self-serve. We found no public information on result export, visitor-level data, a documented API, or connections to common analytics and tag managers, so on the evidence shown an experiment's numbers cannot be re-checked in the customer's own data. 7 8 2

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European sovereignty panel opinion

Show reasoning
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 Growth Lead

Everything this criterion needs — where visitor data is processed, hosting location, the subcontractor chain — is unstated on the captured pages, and the independently sourced sovereignty attributes all came back unknown. Only the vendor's legal form, a Dutch private limited company, hints at a European entity; with the snippet running on every visitor, that gap is the first question I would put to sales. 1

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The E-Commerce Manager

We found no public information on where visitor data is processed or hosted, on the contracting entity's jurisdiction, or on any subprocessor list — nothing was captured on entity jurisdiction, ownership, data residency or subprocessor exposure, and nothing evidences a safeguard for a script that runs on every visitor to the shop. 1 6

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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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The CRO Consultant

We found no public information on the contracting entity's jurisdiction, where visitor data is processed and stored, or any subprocessor list — for a script that records every visitor's behaviour on the client's site, there is nothing here to show a DPO on residency or safeguards. The only relevant statement is that the cookie is first-party and scoped to the client's domain, which says nothing about where the behaviour data itself ends up. 1 6

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The Data Protection Officer

The contracting entity is presented under a Dutch company form, and that name is the only signal I have: hosting is unstated, and I found no public information on where the visitor data the script collects is processed or stored. I found no published subprocessor list, nothing on the CDN that delivers the snippet to every visitor, and no data-processing agreement covering that data. 1

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The Skeptic

The company name carries a Dutch legal form, but we found no public information on where visitor data is processed or stored, on the contracting entity's confirmed jurisdiction, or on any subprocessor; the privacy-relevant pages describe what the script stores on the device and are silent on where that data lands. Unstated hosting and unnamed subprocessors place this at the lowest state for a script that runs on every visitor to the customer's site. 1 6

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Pricing transparency not rated — the vendor publishes no price

Show reasoning
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 Growth Lead

No public prices of any kind appear in the captured pages — no tiers, no traffic metric, no limits, no free entry point — so the annual invoice is unknowable in advance. Commercial terms read as sales-led: integrations require "a Crobox contract that includes the integration" and a conversation with an Account Manager. 1 7

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The E-Commerce Manager

We found no public information on prices, tiers, a traffic metric, limits or a free tier; the only commercial detail captured is that integrations ride on 'a Crobox contract that includes the integration'. As a buyer I cannot begin to compute the annual invoice from public pages, let alone what December traffic costs. 1 7

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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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The CRO Consultant

We found no public information on tier prices, the traffic metric a site is billed on, limits, overage, or seat and module costs. The only pricing-relevant statement in the captured pages is that an integration must be included in a Crobox contract, which points to sales-led terms a buyer cannot estimate an annual invoice from — and I cannot estimate a client's traffic against a metric that is never named. 1 7

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The Data Protection Officer

I found no public pricing at all — no tiers, no traffic metric such as monthly tracked users or visitors, no limits and no trial or term conditions. A buyer cannot estimate any part of the annual invoice from the captured pages. 1

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The Skeptic

We found no public information on prices, tiers, the traffic metric, its limits or overage treatment; the only commercial mechanism documented is that integrations are managed features arranged through an Account Manager. A buyer cannot derive any invoice figure from the public pages. 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 →