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Use case — software comparison

Blend vs Octane AI, Rebuy, and Lifery.

Most quiz tools are persona-based decision trees that any e-commerce category could use. Blend is real personalization software, built specifically for supplement and OTC health brands: a scoring engine, a safety layer, and analytics that understand your category.

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Side by side

Where the major quiz tools stop, Blend keeps going.

Feature
Blend
Tag-based quiz tools
Deterministic scoring algorithm
More than 30 product attributes scored per pick
Nutrient-gap math (food-frequency input)
Ingredient interaction safety checks
Upper-limit gating against tolerable intakes
Specific reasons behind every recommendation
Native Shopify catalog sync
White-label embed
Brand-specific algorithm tuning
Why brands switch

Beyond the feature checklist.

What the table doesn't show: the outcomes that move brands from a tag-based quiz to Blend.

01

Fully customizable scoring

Most quiz tools lock you into persona templates and decision-tree branches that look tunable but constrain real personalization. Blend lets you adjust scoring weights per attribute, exclude product fields you don't want considered, prioritize goal-to-product mappings, and configure brand-specific overrides — on top of a deterministic core that stays predictable.

02

Trust converts

Customers who understand why a product was picked convert at higher rates than customers shown a black-box "you got this." Blend ships every recommendation with the specific reasons that produced it — nutrient gaps closed, goals matched, safety checks passed. Visible reasoning builds the trust that closes the sale.

03

Defensible for regulated categories

Supplements with structure-function claims, OTC products, and regulated markets all share the same requirement: when a customer, a lawyer, or a regulator asks how a recommendation was made, you can show the math. Deterministic scoring + traceable signals + source-rule references = a defensible recommendation, not a marketing pitch.

Frequently asked questions

Buyer questions.

How is Blend different from Octane AI, Rebuy, or Lifery?

Those tools match products to multiple-choice answers using persona tags or decision trees. Blend computes a numeric, deterministic score per product per customer, factoring in ingredient interactions, upper-limit safety, synergies, and inferred nutrient gaps. Same input always produces the same output. Every recommendation carries reasons.

Can I migrate from another quiz tool?

Yes. Most brands switch over in days, not weeks. We map your existing quiz logic into Blend's scoring engine, ingest your catalog, and you keep your existing embed slot.

What integrations does Blend support?

Native Shopify catalog sync, CSV upload, and manual upload for any other source today. WooCommerce, BigCommerce, and other platforms are on the roadmap.

What does it cost?

15-day free trial. Starter from $49/month, Pro from $299/month, Enterprise from $599/month. See full pricing →

Pick the right software for your supplement brand.

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