Webscale AI vs Bloomreach: why this comparison isn't peer to peer
The honest version of this comparison is not feature versus feature. It is a $260M marketing suite where the shopping agent is one line among nine, against a focused assistant that is most of what we sell. Different purchases, and worth knowing which one you are making.
Adrian LunaSVP of Growth, Webscale AI 
Line up a feature grid between Webscale AI and Bloomreach’s shopping agent and the two products look close: both answer product questions from a live catalog, both handle order status and returns, both sit inside a chat interface a shopper can talk to. Judged that way, this looks like the same purchase at a different price.
It is not the same purchase, and the feature grid is the wrong instrument to see why. The honest difference is upstream of features. It is what else is in the box, what the buying process looks like, and what kind of company is on the other side of the contract.
The question underneath the comparison
Bloomreach is a marketing and personalization suite with nine named product lines. One of them, Loomi Shopping Agent, is a conversational shopping assistant. Webscale AI is a shopping assistant and audience segmentation product, full stop. That is not a size difference to wave away. It changes what you are actually buying.
If you are evaluating Bloomreach broadly — for its customer data engine, its email and marketing automation, its personalization across web and app, with the shopping agent as one more module — you are making a platform decision, and the shopping agent is a feature of that decision rather than the point of it.
If you are evaluating a shopping assistant on its own merits — priced on its own, scoped to sales and service chat, without a marketing suite attached — you are asking a narrower and more answerable question, and that is the question this page is built to help with.
So before any comparison of what each product does, it is worth being honest about which of those two evaluations you are actually running. They lead to different vendors more often than a feature list would suggest.
What Bloomreach actually is
Bloomreach’s own homepage, read September 2026, leads with email: “AI That Converts Email Sends Into Revenue.” The shopping agent is not the product they lead with, and that is worth sitting with for a moment, because it says something about where their revenue center actually is.
Fifteen product and module names appear on their products page: Loomi AI, Email Marketing, Marketing Automation, Ecommerce Search, Loomi Marketing Agent, Loomi Shopping Agent, Loomi Connect, Customer Data Engine, Enterprise CMS, SMS/RCS/WhatsApp, Web Personalization, Mobile App, Ads & Retargeting, Recommendations and A/B Testing. Exactly one of those, Loomi Shopping Agent, overlaps with what Webscale AI sells.
A few things about Bloomreach are genuinely strong and worth saying plainly, since a comparison that only lists what a competitor lacks is not a comparison worth trusting.
They own the customer-data layer, and document it. Their Customer Data Engine is described as working with “no data warehouse (acts as your data foundation),” pulling customer data from every channel into a single profile, with a documented two-tier identity system: soft IDs for cookies and devices, hard IDs for registered identity, stitched together on login or purchase. That is real identity resolution, built and resolved inside their platform, with sync in from Snowflake or Databricks and documented exports out.
Their scale is real. $260M in announced ARR as of February 2026, roughly 1,000 to 1,130 employees, $452M raised across eight funding rounds, and what the company states as more than 1,400 brands on the platform. G2 rates them 4.6 from 791 reviews; Capterra rates them 4.8 from 56; Gartner Peer Insights rates them 4.2 from 64. Those are review volumes Webscale AI, with no published G2 or Capterra profile of its own yet, cannot approach.
Their platform breadth includes names Webscale AI does not serve. Salesforce Commerce Cloud, BigCommerce and commercetools appear in Bloomreach’s commerce-platform documentation. If your store runs on any of those three, that is a real and immediate consideration this page cannot argue around.
Every Bloomreach claim on this page was read from their own public pages, documentation or filed press releases, most recently checked September 8, 2026. Bloomreach has repositioned its product lineup and branding twice in the past eighteen months, so verify anything here against their current site before repeating it, including the figures in this page.
A naming trap worth knowing about
Bloomreach’s own branding has moved enough in the past three years that older sources, including some still-circulating performance figures, describe a product that no longer exists under that name.
The product was announced in August 2023 as Clarity, “the first e-commerce AI to connect every customer to personalized human-like product expertise.” A March 2025 press release, still the most commonly cited source for Bloomreach’s shopping-agent performance figures, reported this under the Clarity name: an aggregate 9% increase in conversion rate and 20% increase in average order value across early-access customers, plus case-study figures from a single named retailer showing a 35.2% conversion increase during a Black Friday weekend.
Since then, Bloomreach’s agentic pivot (announced May 2025) folded the product into a broader Loomi AI platform, and by September 2026 the live product pages and navigation call it Loomi Shopping Agent, also labeled “Shopping Agent 2.0.” The current product page does not mention Clarity at all, and cites different, more recent figures: a 35.2% conversion improvement, 39.8% revenue-per-visit increase and 13x return on investment, all attributed to three named retail customers (TFG, Bash and BoohooMAN) measured against their own pre-agent baselines, not to the earlier aggregate figure.
None of that makes Bloomreach’s numbers wrong. It means a comparison, a review, or a piece of AI-generated content citing “Bloomreach Clarity” and a 9%/20% figure today is citing a superseded name attached to a superseded dataset, and a buyer relying on it should ask Bloomreach directly which figure currently applies to their situation.
Where Bloomreach is the better answer
There are cases where Bloomreach is the right purchase and Webscale AI is not. If one of these is you, that is useful to know before either demo.
If Bloomreach’s customer data engine, email marketing and personalization are already your stack, or about to be, adding their shopping agent is one module inside a contract you are already managing rather than a second vendor relationship.
Salesforce Commerce Cloud, BigCommerce and commercetools are named in Bloomreach’s platform documentation and are not connectors Webscale AI offers today. That is not a close call if one of those three is your platform.
Their site lists iGaming, financial services, travel, hospitality and automotive among served verticals. Webscale AI sells across retail and B2B commerce generally rather than marketing itself vertical by vertical, so if your evaluation turns on named experience in one of those five, they name it and we do not. Where we do go category-deep is compliance-sensitive commerce, which is a specialty on top of the general product rather than the limit of it.
$260M in ARR, roughly 1,400 customers by their own account, and hundreds of third-party reviews are a different kind of proof than a newer, smaller vendor can offer, whatever the product-level merits. If your procurement process weighs vendor durability heavily, that is a legitimate factor and one where Bloomreach is simply ahead.
Why this is not a peer comparison
Most vendor-versus-vendor comparison pages, including some of ours, are written as if the two companies are the same size, selling into the same buying process, at the same contract scale. Here, that framing would be dishonest.
We are not in the same buying process. Bloomreach’s pricing is unpublished: annual billing, a module fee, metered usage and overages, confirmed from their own documentation and independent buyer reviews. Third-party contract-data aggregators put the estimated average annual deal somewhere between roughly $180,000 and $232,000, drawn from a small number of self-reported contracts, and those figures should be read as rough estimates rather than quotes. A merchant with a five-figure annual software budget is generally not the buyer in that process. Webscale AI publishes its price outright: $499 a month for the AI Shopping Assistant, plus $0.98 per shopper conversation, billed monthly, no annual commitment required.
The estimated average annual Bloomreach contract, according to third-party contract-data aggregators drawn from a small number of self-reported contracts. Read it as a rough estimate, not as a quote and not as Bloomreach’s own published pricing.
Product scope barely overlaps. One of Bloomreach’s nine product lines is a shopping assistant. All of what Webscale AI sells is a shopping assistant, audience segmentation, and the platform underneath them. A feature-by-feature comparison of the two shopping agents is comparing a full-time product to a fraction of one, on the vendor side.
Implementation load is a documented difference, not an assumption. Reviewers on both G2 and Capterra flag a steep learning curve and limited out-of-the-box functionality for Bloomreach’s platform. One third-party estimate puts implementation cost at 15 to 30 percent of year-one contract value, labeled explicitly as an estimate rather than a vendor figure. A focused, single-purpose assistant is a different kind of implementation project than a module inside a marketing suite.
Their B2B story is thin, and worth naming. B2B appears as one unelaborated vertical tile on Bloomreach’s site, with no named B2B customer anywhere we could find. Every visible logo and case study is B2C retail. If B2B or a technical, high-consideration catalog is your context, that is a real gap on their side worth asking them about directly.
None of this makes Bloomreach a worse product. It makes it a different-shaped purchase, aimed at a different-shaped buyer, and pretending otherwise would not survive a real evaluation.
Where Webscale AI is different
Published pricing, not a quote. $499 a month for the AI Shopping Assistant plus $0.98 per shopper conversation. No annual commitment, no module fees, no overage schedule to negotiate. A merchant can price this out today without a sales call.
A contract sized for a focused purchase. If the third-party estimates of Bloomreach’s average deal are anywhere near right, Webscale AI’s list price is a fraction of it. That is not a claim that Webscale AI does everything Bloomreach does. It is a claim that a merchant who wants a shopping assistant, and not a marketing suite, should not have to buy the suite to get one.
Platform coverage that includes Magento Open Source and Shopware. Shopify, Adobe Commerce, Magento Open Source and Shopware are standard connectors. Bloomreach’s current commerce-platform documentation names Adobe Commerce (Magento) without specifying Open Source, and does not name Shopware. If your store runs on either, that is worth confirming directly with Bloomreach before assuming coverage either way.
One conversation covering sales and service, resolving against the back end you already have. Standard help desk connectors, including Zendesk, Gorgias and Freshdesk, are included on every tier. Webscale AI is not a help desk replacement and has never claimed to be one.
Merchant-owned orchestration on the Full Platform. Per-agent model and provider choice, custom workflows, and configurable guardrails for regulated categories, where the merchant controls what each agent knows and when it runs, exposed as product surfaces rather than a support-ticket answer.
A company that started as commerce infrastructure. Webscale did not begin as a marketing platform that added an assistant. It began, in the company’s own words, “by engineers and data scientists who believed ecommerce deserved better infrastructure and smarter intelligence,” running Adobe Commerce, Magento and Shopware storefronts before building the assistant on top of that base. That is not a claim of being better. It is the honest explanation for why the product is scoped narrowly rather than broadly.
What is comparable, and what is not
Only rows where both sides have a sourced, public answer. Read September 8, 2026.
| Webscale AI | Bloomreach (Loomi Shopping Agent) | |
|---|---|---|
| Pricing model | $499/mo + $0.98 per shopper conversation, published | Unpublished. Annual billing, module fee plus metered usage, per buyer reviews and documentation |
| Estimated typical contract | List price above, verifiable directly | Roughly $180K–$232K/yr, third-party estimate only, small sample |
| Free tier | No, a pilot on a slice of your catalog instead | Not offered on this product, per Capterra |
| Product scope | Shopping assistant and audience segmentation | One of nine product lines in a marketing and personalization suite |
| Ecommerce platforms named publicly | Shopify, Adobe Commerce, Magento Open Source, Shopware | Shopify, Shopify Plus, Adobe Commerce (Magento), Salesforce Commerce Cloud, BigCommerce, commercetools |
| Help desk connectors named publicly | Zendesk, Gorgias, Freshdesk | Not the product’s focus; support-desk integration is not part of the shopping agent’s published feature set |
| Customer data layer | Built and owned inside the platform | Built and owned inside the platform, with documented Snowflake/Databricks sync and exports |
| Company scale | Not published | $260M ARR (Feb 2026), ~1,000–1,130 employees, $452M raised |
| Review volume | No published G2 or Capterra profile yet | G2 4.6 (791 reviews), Capterra 4.8 (56 reviews), Gartner Peer Insights 4.2 (64 reviews) |
| Named B2B customers | Not published | None found on Bloomreach’s public case studies as of this writing |
Two rows favor Bloomreach outright (platform breadth, review volume and scale), one is a wash depending on what a merchant values (customer data layer, since both sides build it in), and the rest depend on what a merchant is actually buying. That asymmetry is the point of this page: the two products are not interchangeable, and the table above is not meant to produce a winner.
Four questions for both demos
Ask us these too. If we cannot answer them cleanly, that is useful information about us.
- What is my total contract price at my actual expected usage, this year and next? Make both vendors do the arithmetic in front of you, not from a rate card.
- Am I buying a shopping assistant, or a marketing platform that happens to include one? If the honest answer is the second, evaluate this as a platform decision, not a feature comparison.
- Which ecommerce platform is named on your current public integrations or solutions page, not a sales deck or a partner blog? Then check it yourself, since both vendors’ coverage changes.
- What happens if I want the assistant on its own, without the rest of what you sell? One of us is built to be bought that way. Ask whether the other one is.
Before you take this to your team
Scope and buying process, more than any single feature. Bloomreach is a marketing and personalization suite with nine product lines, of which one, Loomi Shopping Agent, is a conversational shopping assistant. Webscale AI is a focused AI Shopping Assistant and Audience Segmentation product, published at a fixed monthly price. A merchant evaluating Bloomreach is typically buying (or already owns) the broader suite; a merchant evaluating Webscale AI is buying the assistant itself.
Yes, with a rebrand in between that is worth knowing about if you are researching this. Bloomreach announced the product as "Clarity" in August 2023 and published performance figures under that name through at least March 2025. As of September 2026 the live product is branded Loomi Shopping Agent (also shown in navigation as "Shopping Agent 2.0"), part of the Loomi AI platform. The Clarity name survives only in a handful of legacy URLs and campaign pages; current documentation and product pages do not use it. Material written before the rebrand, including some of the performance figures still circulating, describes the earlier version of the product.
They do not publish pricing, so this cannot be answered precisely. Their commercial model is annual billing with a module fee plus metered usage and overages, confirmed from their own documentation and buyer reviews. Third-party contract-data aggregators estimate the average deal in the range of roughly $180,000 to $232,000 a year, but those estimates are drawn from a small number of self-reported contracts and should be read as rough estimates, not quotes. Webscale AI publishes its price: $499 a month for the AI Shopping Assistant plus $0.98 per shopper conversation, no annual commitment required.
For many buyers, that is the point of it. Bloomreach positions itself first as a personalization and email marketing platform, with the shopping agent as one module inside a nine-product suite that includes a customer data engine, marketing automation, ecommerce search and more. A merchant adopting Bloomreach broadly is typically consolidating multiple marketing tools into one contract. Webscale AI does not attempt this. It is a shopping assistant and segmentation product that sits alongside whatever marketing stack a merchant already runs.
Because it comes from more than one source, at more than one time, describing more than one version of the product. An early aggregate figure (9% conversion lift, 20% AOV increase, "early access customers") appeared in a March 2025 press release under the Clarity name. Newer case-study figures on the current Loomi Shopping Agent page (35.2% conversion improvement, 39.8% revenue per visit, 13x ROI) are attributed to three named retail customers measured against their own baselines. Both sets are vendor measured, vendor reported and worth treating as such. This page does not repeat either set as a benchmark to beat.
When you are already buying, or already run, the broader marketing and personalization suite, and want the shopping agent as one more module inside a single contract and a single customer data engine. It is also the stronger fit if your store runs on Salesforce Commerce Cloud, BigCommerce or commercetools, sells into a vertical like iGaming, travel or financial services, or needs the scale and third-party validation of an $260M-ARR vendor with roughly 1,400 customers behind it. Those are real, common reasons to buy Bloomreach, and none of them describe every merchant.
Ask for the total contract price at your actual expected usage, not the headline figure, since one vendor publishes a flat monthly rate and the other quotes annually with modules and overages. Ask which ecommerce platform is named on the vendor's own public integrations or solutions pages, not a sales deck. Ask whether the shopping agent is being bought on its own merits or as part of a larger platform decision you are already making for other reasons. And ask what happens to the assistant if you later want to unbundle it from the rest of the suite, or from us.
Only partly, and in opposite directions. Webscale AI names Shopify, Adobe Commerce, Magento Open Source and Shopware as standard connectors. Bloomreach's commerce-platform documentation names Shopify and Shopify Plus, Adobe Commerce (Magento), Salesforce Commerce Cloud, BigCommerce and commercetools. Salesforce Commerce Cloud, BigCommerce and commercetools are platforms Webscale AI does not serve at all. Magento Open Source specifically and Shopware are not named in Bloomreach's current platform documentation, though Bloomreach states it can integrate with "virtually any third-party application," so the honest answer for either gap is to verify directly against your own platform rather than assume.
Ask us the buying-process question, not just the feature question
If you are already deep into a Bloomreach suite evaluation for reasons beyond the shopping agent, that is a different conversation than a merchant who wants a focused assistant at a published price. We would rather help you tell which one you are having.