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Indellia vs Medallia: Feature Comparison

Medallia is an enterprise experience platform built on signal capture across every channel, priced by Experience Data Record. Indellia is built for retail product reviews tied to physical SKUs. Here is the head-to-head.

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Verified · Q4 2026

The short answer

Medallia is the right choice if you need enterprise-wide signal capture — surveys, calls, chat, video, digital behaviour — with closed-loop workflow out to frontline staff, and you buy on an enterprise cycle. Indellia is the right choice if your feedback is retail product reviews across Amazon, Walmart, Best Buy, Costco, Lowe’s, Target and Bazaarvoice, and each one has to resolve to a specific SKU. Medallia does not publish retailer review ingestion or SKU-level analysis on its site as of Q4 2026, including on its own retail solutions page.

Choose Indellia if: You need retail review depth at SKU level without an enterprise programme.
Choose Medallia if: You need an experience spine — signal capture, case management, programmes across a whole org.
Commonly paired: Medallia as the spine, Indellia for the retailer surface it does not ingest.

At a glance

How do Indellia and Medallia compare?

	Indellia	Medallia
Category, in their words	The Agentic VoC Platform for Consumer Brands	“The #1 AI-driven platform for experience transformation”
Primary unit of analysis	The product SKU	The Experience Data Record — one interaction
Primary ICP	Consumer brands (CPG, electronics, appliances)	Large enterprise across CX, EX and contact centre
Pricing	$495/mo SME, $1,995/mo Mid-Market — published	Quote only — “Talk to Sales”
Priced by	Flat, unmetered, unlimited users	Experience Data Records, in annual tiers
Scale they publish	Palo Alto, CA · founded 2021	“1,800+ Medallians” · “1B+ signals per month”

Feature comparison

What are the capability-by-capability differences?

Verified against medallia.com homepage, /products/, /pricing/, /platform/athena/, /platform/text-analytics/, /platform/integration-layer/, /solutions/retail/ and /about-us/, read 2026-11-10.

Capability	Indellia	Medallia
Where the feedback comes from
Amazon / Walmart / Best Buy review ingestion (native)	Yes	Not published
Bazaarvoice-powered retailer page ingestion	Yes	Not published
Support ticket ingestion	Yes	Yes — Zendesk, ServiceNow
Returns data ingestion (Loop, Narvar, AfterShip)	Yes	Not published
What it does with it
SKU-level feedback linking (UPC / Model# / ASIN)	Yes — SKU Agent	Not published
Speech and call analytics	—	Yes — core
Video feedback capture and analysis	—	Yes — Medallia Video
Digital behaviour / session analytics	—	Yes
Frontline closed-loop workflow	Alerting, not case management	Yes — Agent Connect
Named AI agents	Yes — 7 agents	“Medallia AI” layer
MCP Server (Claude / ChatGPT / Cursor)	Yes — Indellia MCP Server	Not published
Commercial and compliance
Transparent public pricing	Yes	Not named

Has it
Has something different
Not found on their site

What we could not confirm

Medallia names no retailer review source — Amazon, Walmart, Best Buy, Target, Costco, Lowe’s or Bazaarvoice — as an ingestion source anywhere on its site, including its retail solutions page. No product, SKU, UPC or model-number level of analysis is described anywhere. Every “not published” above means exactly that: the vendor does not publish it. It is not a claim that the capability is absent. If one of these matters to your decision, ask Medallia directly and get the answer in writing.

When to choose Medallia

When should you choose Medallia?

Medallia is formidable at breadth of signal. Its own site describes capturing “video, image, audio, survey, or data from any other signal,” and it publishes a text-analytics lineage going back to 2008 and more than a billion signals processed per month. Speech analytics, digital experience analytics, video feedback and callback orchestration are separate products inside one platform.

The second strength is what happens after the insight. Medallia Agent Connect and the “Frontline-Ready AI” framing are about putting a finding in front of the person who can fix it, with the loop closed. For a retailer with thousands of staff and locations, that matters more than analytical subtlety.

Medallia publishes Leader recognition in The Forrester Wave: Customer Feedback Management and Analytics Solutions, Q3 2026 and the 2026 Gartner Magic Quadrant for Voice of the Customer Platforms, and states “1,800+ Medallians” and “trusted by 9 of the Fortune 10.” Those are Medallia’s own published claims, quoted as published.

When to choose Indellia

When should you choose Indellia?

The difference is the unit of analysis, and Medallia names its own: the Experience Data Record, defined on its pricing page as “all data associated with a discrete interaction between an end-customer (or employee) and a company.” An interaction is the right unit for a service journey. It is the wrong unit for a product defect.

A hinge failing on one colourway of one appliance does not present as an interaction. It presents as a slow drift in the one-star reviews of four retailer listings that each call the product something different. Resolving those identifiers to a single SKU is what the Indellia SKU Agent does, and we found no SKU-, UPC- or model-level analysis described anywhere on Medallia’s site — notably not on its own retail solutions page, which speaks in terms of journeys, touchpoints and channels.

Then there is price. Medallia’s pricing page argues that charging by survey response volume or user count is “obsolete” and replaces it with annual EDR tiers — a defensible model, but still a quote. Indellia publishes two numbers.

Using both

Can you use Indellia and Medallia together?

Yes, for the same reason as Qualtrics.

Medallia is the enterprise experience spine — signal capture, case management, role-based programmes across a whole org. Indellia is depth on one surface Medallia is not built for: retailer product listings tied to a SKU. If you already run Medallia, the question is not replacement, it is whether your retail review data is currently being read at all.

Pricing

How much do Indellia and Medallia cost?

Indellia PUBLISHED

SME, under 100 staff$495 / month

Mid-Market, 100+$1,995 / month

MeteringNone

UsersUnlimited

Evaluate without a callFree trial

Medallia NOT PUBLISHED

Rate cardNone published

MeteringNot stated

UsersNot stated

Indellia publishes $495 per month SME and $1,995 per month Mid-Market on the pricing page, flat and unmetered.

Medallia publishes no figures. Its pricing page says “Talk to Sales” and describes the Experience Data Record model: an EDR covers all data from one discrete interaction, sold in annual tiers, on the stated reasoning that pricing by survey responses or seats is obsolete. There is no published per-EDR rate and no tier pricing, so the total depends entirely on your interaction volume. We are not going to invent a figure for it.

Ingestion

What data does each platform ingest?

Medallia’s strength is channel variety: surveys, contact-centre calls, chat, digital behaviour, video and image. Integrations it names include Workday, Salesforce, ServiceNow, Adobe, Five9, Zendesk, Microsoft Dynamics 365, Jira, LivePerson, Genesys and Slack, and it states “hundreds of out-of-the-box integrations” plus a developer portal. What we could not find named anywhere was a retailer or marketplace review source.

Indellia goes the other way — one surface, deeply. Amazon, Walmart, Best Buy, Costco, Lowe’s, Target, Home Depot and Bazaarvoice-powered retailer pages, with tickets, returns and surveys alongside them. See the platform page.

The AI layer

One intelligence layer or six named agents?

Medallia calls its AI “a layer of intelligence embedded throughout our platform,” surfacing as Themes with GenAI, Root Cause Assist, Intelligent Summaries, Smart Response and Ask Now, across text, speech and acoustic analytics in dozens of languages.

Indellia’s agents are separate on purpose: Theme, Anomaly, SKU, Defect, Response and Search (indelliaGPT™), each owning one job against retail review data. Deterministic AI grounded in cited reviews — see the guide to AI agents for customer feedback.

Sources

Where did these facts come from?

Verified 2026-11-10. Every claim about Medallia on this page comes from Medallia’s own site:

www.medallia.com/pricing — pricing; the page exists but shows no price.
www.medallia.com/ — homepage; positioning and product names.
www.medallia.com/integrations — integrations; positioning and product names.
www.medallia.com/security — security / trust; names CCPA, GDPR, HIPAA, ISO 27001, SOC 2 TYPE II.
www.medallia.com/customers — customers; positioning and product names.

Indellia’s own rates are on the pricing page. We do not quote unnamed “industry benchmarks” for a competitor’s price; where a figure comes from a third party it is named in the sentence that uses it. If something here is out of date, it is wrong — tell us and we will re-read it.

FAQ

Frequently asked questions

Does Medallia ingest Amazon and Walmart product reviews?

Not according to anything Medallia publishes. We read the homepage, products, pricing, AI, text analytics, integrations and retail solutions pages and found no retailer or marketplace named as a review source. If this matters to you, ask Medallia directly and get the answer in writing.

Can Medallia analyse feedback at SKU level?

Nothing Medallia publishes describes analysis per product, SKU, UPC or model number. The named units are the interaction (via the Experience Data Record), the journey, the touchpoint and the respondent. That is a good fit for service experience and a poor fit for a product defect that only appears in one variant at one retailer.

What is the Experience Data Record, and how does it affect cost?

Medallia defines an EDR as all the data associated with one discrete interaction between a customer or employee and the company, priced in annual tiers. Medallia argues this is fairer than charging per survey response or per seat, and that argument has merit. The practical consequence is that your cost scales with interaction volume and is not knowable from the website. Indellia charges a flat $495 or $1,995 per month regardless of how many reviews you read.

What is Medallia genuinely better at?

Signal breadth and closing the loop. Speech and acoustic analytics, video feedback, digital session analytics and frontline case management via Agent Connect are real Medallia capabilities that Indellia does not have. Medallia publishes a text-analytics history going back to 2008, more than a billion signals a month, 1,800+ staff, and Leader recognition in the Q3 2026 Forrester Wave for Customer Feedback Management and Analytics and the 2026 Gartner Magic Quadrant for Voice of the Customer. For an enterprise with a contact centre and thousands of frontline staff, that is the stronger platform.

Can I switch from Medallia to Indellia?

Only if your question has narrowed. Teams move when the feedback that actually drives decisions turned out to be retail reviews about products, and the enterprise programme was answering a different question. Connect retail channels, upload a SKU map, and the SKU Agent links historical feedback to products; a straightforward retail-channel migration runs one to three weeks. If you still need speech analytics and frontline case management, do not switch — run Indellia alongside.

Ask Indellia