Head-to-head · Verified mid-2026

eCommerce Insights vs Scrunch: analytics stop at diagnosis.

Scrunch is a brand-level AI search analytics platform — how a brand performs in AI answers — with named customers including Lenovo, Skims, and Crunchbase and an Agent Experience Platform for machine-readable pages, per their site as of mid-2026. eCommerce Insights is built for ecommerce teams that need the analysis to end in a per-SKU fix queue.

Product-level · Self-serve · From $99/mo

eCommerce Insights

Per-product citation + agent-readability scores, PDP fixes as reviewable diffs, Shopify push (Early access).

AI search analytics · Brand-level

Scrunch

AI search analytics with an Agent Experience Platform; Lenovo, Skims, and Crunchbase among named customers, per their site.

TL;DR · The honest verdict
  • Choose Scrunch if you want analytics-first reporting on how the brand performs in AI search, and the Agent Experience Platform's machine-readable page angle appeals to your content team.
  • Choose eCommerce Insights if you need analytics that resolve to SKUs and end in reviewable PDP diffs — titles, schema, metafields — shipped to Shopify.
  • Both take agent readability seriously, which is rarer than it should be. Scrunch applies it to pages broadly; eCommerce Insights scores it per SKU alongside citations.

At a glance

Side-by-side: eCommerce Insights and Scrunch.

DimensioneCommerce InsightsScrunch
Primary focus Product-level (SKU) AI visibility + PDP optimization for ecommerce brands AI search analytics at the brand level
Ideal customer $5M–$200M GMV D2C brands (Shopify-first), agencies serving them Marketing and content teams; Lenovo, Skims, Crunchbase, Penn State among named customers, per their site as of mid-2026
Product-level (SKU) tracking Yes — core primitive; citation score + agent-readability score per SKU No — brand level
PDP recommendations Yes — title/description/bullets/schema/metafield fixes as reviewable diffs No — analytics-first; thinner on optimization workflow, per their public materials
Shopify push Early access — Growth plan and up; CSV export for everyone No
Channel coverage ChatGPT, Perplexity, Google AI Overviews + AI Mode, Gemini, Claude, Copilot · Shopify, Amazon (Rufus/COSMO scoring), Adobe Commerce, BigCommerce, WooCommerce, headless ChatGPT, Perplexity, Claude, Gemini, Copilot among tracked engines, per their site as of mid-2026
Price point Public: Starter $99/mo · Growth $349/mo · Agency & Enterprise custom; 14-day free trial, no card Per their site, as of mid-2026
Model Self-serve SaaS SaaS
Free tool Shopify SKU Visibility Grader (+ AEO Grader, Agentic Readiness Grader, more) Not surfaced on their site as of mid-2026
Best for Ecommerce teams that need per-SKU answers, not brand-level rollups Teams wanting analytics over AI search performance

Scrunch details per their public materials, last verified mid-2026. eCommerce Insights row values are current published plans.


Credit where due

Where Scrunch shines.

Scrunch's customer list crosses categories in a way few rivals match: Lenovo, Skims, Crunchbase, Penn State, and Runpod appear on their site as of mid-2026 — hardware, fashion, data, education, and infrastructure. Surviving evaluations across that spread says the analytics core is solid and the product adapts to different team shapes.

The Agent Experience Platform is the distinctive idea: making pages machine-readable for AI agents, not just monitoring how answers come out. That conviction — that the agent-facing surface of your site is now a first-class concern — matches the thesis behind eCommerce Insights' own agent-readability score, and Scrunch deserves credit for pushing it at the brand level.

For a marketing team whose primary deliverable is reporting — share of voice, sentiment, performance over time across ChatGPT, Perplexity, Claude, Gemini, and Copilot — Scrunch's analytics-first design is the right shape.

The product-level wedge

Where eCommerce Insights differs.

Analytics without a per-SKU fix queue stop at the diagnosis. Scrunch tells you how the brand performed in AI search; an ecommerce operator then has to translate that into product-level action by hand. eCommerce Insights skips the translation: every answer resolves to a SKU, every SKU carries a citation score and an agent-readability score, and every failing PDP gets a diff a merchandiser can approve before lunch.

The agent-readability overlap is worth a precise cut. Scrunch's Agent Experience Platform works at the page and site level. eCommerce Insights scores agent-readability per SKU — Product JSON-LD completeness, robots.txt admittance, machine-readable price and availability, discoverable returns policies — because a shopping agent drafting a cart evaluates one PDP at a time, not your site in aggregate.

And the commerce wiring: Shopify metafields, variants, and collections read natively; Amazon SKUs routed to Rufus/COSMO scoring; approved changes pushed through the Shopify admin API (Early access). Scrunch surfaces no store-level push, per their public materials as of mid-2026.

Context for this comparison: how eCommerce Insights works · SKU-level AEO guide · product AI visibility pillar.

They track your brand. We track your SKUs — and ship the fix to every PDP.

Verdict by role

Which fits your seat.

Persona A

VP of Ecommerce

Scrunch produces the deck for the marketing review. eCommerce Insights produces the work queue for the merchandising team. If the goal is moving AI-referred revenue this quarter, buy the work queue.

Persona B

VP of SEO / SEM

You will respect Scrunch's analytics depth. But you fix pages, not dashboards — and per-PDP schema diffs with crawler diagnostics are the part of the job eCommerce Insights automates.

Persona C

Agency owner

Scrunch fits brand-reporting retainers across verticals. For ecommerce clients specifically, the Agency & Enterprise plan gives each store a per-SKU workspace — see the agency setup.

Pricing

What each costs.

eCommerce Insights pricing is public. Starter is $99/mo for up to 500 products tracked with weekly refresh. Growth is $349/mo for up to 2,500 products tracked with daily refresh and Shopify push (Early access). Agency & Enterprise is custom for multi-brand portfolios and agencies. Every plan covers all six engines and starts with a 14-day free trial, no credit card — see full pricing.

Scrunch's pricing is on their site, as of mid-2026 — check scrunch.com for current tiers. No public self-serve price was confirmed at last verification, so budget for a sales conversation.

Run both?

Migration and coexistence.

A brand that values Scrunch's cross-channel analytics could run it alongside eCommerce Insights' catalog work without redundancy — one reports, the other fixes. Most ecommerce teams consolidate on the tool that ends in shipped changes. For the wider field, the best AI visibility tools for D2C roundup states its criteria and ranks honestly.

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Questions buyers ask

Is Scrunch better for brand-level analytics?

If reporting on brand performance in AI search is the deliverable, yes — Scrunch is analytics-first, with customers like Lenovo and Skims per their site as of mid-2026. eCommerce Insights is built for the next step: resolving those answers to SKUs and shipping PDP fixes.

Does Scrunch track individual products?

No. Scrunch analyzes brand-level AI search performance. It does not resolve answers to specific SKUs, score individual PDPs, or generate per-product fixes — the layer eCommerce Insights was built around.

Can I use Scrunch and eCommerce Insights together?

Yes, without much overlap: Scrunch for cross-channel brand analytics, eCommerce Insights for catalog-level tracking and fixes. Teams with one budget line usually pick the tool whose output is shipped changes.

What does each cost?

eCommerce Insights publishes pricing: Starter $99/mo, Growth $349/mo, Agency & Enterprise custom, 14-day free trial, no credit card. Scrunch's pricing is on their site as of mid-2026; no public self-serve tier was confirmed at last verification.

Both talk about AI agents reading pages — what is the difference?

Scrunch's Agent Experience Platform makes pages machine-readable at the site level. eCommerce Insights scores agent-readability per SKU — schema completeness, crawler admittance, machine-readable price and availability — because shopping agents evaluate one PDP at a time. See the agent-readability score definition.

Scrunch positioning, features, customers, and pricing details above are drawn from scrunch.com and the competitor's other public materials, last verified mid-2026. Where a detail is not published, the page says so rather than guessing. Spot an error? Tell us and it gets fixed.

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