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Software · 02 · Platform

Voice of customer platform for consumer brands.

Indellia is a voice of customer platform — ingestion, analysis, activation, and APIs — purpose-built for consumer brands. The Indellia MCP Server makes the corpus queryable from Claude, ChatGPT, and Cursor.

The short answer

A voice of customer platform combines four things: ingestion (collecting feedback from every channel), analysis (turning it into themes, sentiment, and signal), activation (alerts, drafts, and downstream actions), and APIs (programmatic access for engineering and BI teams). Indellia is a voice of customer platform built for consumer brands, with the Indellia MCP Server as the API surface — making feedback queryable from Claude, ChatGPT, and Cursor.

The category

What "platform" means in voice of customer.

A platform is more than a dashboard. It's a system other systems can rely on.

For voice of customer specifically, the four layers that matter:

  • Ingestion — native, maintained connectors to every source where feedback lives. Amazon, Walmart, Best Buy, Costco, Lowe's, Target, Bazaarvoice retailer pages, Zendesk, Intercom, Freshdesk, Gorgias, Loop Returns, Narvar, AfterShip, Typeform, SurveyMonkey, Qualtrics, Grain, Gong, Twilio, Snowflake, Shopify, Segment.
  • Analysis — theme clustering, sentiment scoring, anomaly detection, SKU normalization, deterministic NLP. Indellia's seven named agents (Theme, Anomaly, SKU, indelliaGPT , Defect Beta, Response Beta, MCP Server).
  • Activation — alerts that route to the right team in the right channel; draft replies for review queues; daily digests for executives; weekly summaries for cross-team standups.
  • APIs — programmatic access. Indellia ships the MCP Server so AI clients can query feedback directly. CSV export and Snowflake pushback (Mid-Market) cover BI and warehouse workflows.
What makes Indellia different

Platform-grade depth in each layer.

Ingestion: 20+ retail channels, native.

Direct, maintained connectors — not Zapier or generic webhook ingestion. The retail-channel depth is unique in the competitive set. New sources (Salesforce, Jira, BigQuery) are evaluated quarterly based on customer demand.

Analysis: deterministic NLP heritage.

Indellia's foundational models trace back to NEC Labs research on product feedback NLP — not generic customer-support text, not adapted from a chatbot. The theme clustering and sentiment scoring are built for this domain. See deterministic AI.

Activation: Slack, email, and approval queues.

Anomaly alerts route per-team. The Response Agent (Beta) drafts and queues replies for human approval. Daily digests are configurable per executive. Activation isn't an afterthought — it's where the platform pays back its license cost.

APIs: the Indellia MCP Server.

Model Context Protocol server exposes feedback intelligence to Claude, ChatGPT, and Cursor. Read-only by default; write actions require explicit scope. See MCP for voice of customer.

Inside Indellia

Seven agents. Six output surfaces. One platform.

Agents

  • Theme Agent Shipped
  • Anomaly Agent Shipped
  • SKU Agent Shipped
  • indelliaGPT Shipped
  • Defect Agent Beta
  • Response Agent Beta
  • Indellia MCP Server Shipped

Outputs

  • Web app — dashboards, theme explorer, SKU view.
  • MCP Server — Claude / ChatGPT / Cursor.
  • Slack — alerts, digests, query.
  • Email — daily/weekly digests.
  • CSV export — themes, sentiment, raw feedback.
  • Snowflake pushback — write-back to warehouse (Mid-Market).
Integrations

Named, maintained, current.

Retail review channels

Amazon, Walmart, Best Buy, Costco, Lowe's, Target, Home Depot, Bazaarvoice-powered retailer pages.

Help-desk & ticketing

Zendesk, Intercom, Freshdesk, Gorgias, Gladly, Kustomer, Front.

Returns, surveys, calls

Loop, Narvar, AfterShip. Typeform, SurveyMonkey, Qualtrics. Grain, Gong, Twilio.

Warehouse, commerce, CDP

Snowflake (read + Mid-Market pushback). Shopify. Segment.

Pricing

$495 or $1,995 per month.

  • SME — $495/month. Teams under 100 employees. Every shipped agent. Unlimited users. Unmetered data.
  • Mid-Market — $1,995/month. Teams 100+ employees. SSO, Snowflake pushback, dedicated CSM.

See full pricing details →

Who else to consider

Honest alternatives.

When Indellia is the wrong fit

If you need a built-in survey platform with a respondent panel, look elsewhere.

Indellia is a feedback intelligence platform — it ingests from your survey tools (Typeform, SurveyMonkey, Qualtrics) but doesn't run the surveys for you. If your primary need is a survey-design platform with a built-in respondent panel, Qualtrics or SurveyMonkey direct will serve you better. Indellia sits on top of those, plus everything else.

FAQ

Frequently asked questions

What's the difference between voice of customer software and a voice of customer platform?

Voice of customer software is the broader category. A voice of customer platform implies four layers — ingestion, analysis, activation, and APIs — that other systems can rely on. Indellia is both: it's voice of customer software at the marketing-category level and a voice of customer platform at the architecture level. The MCP Server is the strongest signal of platform-grade access.

Does Indellia have a public API?

Yes — the Indellia MCP Server is the primary API surface. It exposes feedback intelligence to any Model Context Protocol client (Claude Desktop, ChatGPT, Cursor, and any other MCP-compatible tool). REST endpoints for specific operations are available on request for Mid-Market customers; the MCP route covers most use cases natively.

How do I push Indellia data into our warehouse?

Mid-Market plan includes Snowflake pushback — Indellia writes themes, sentiment scores, and per-record analysis back to your Snowflake account on a schedule you set. CSV export is available on both tiers for one-off pulls.

Can the MCP Server be used by non-technical teams?

Yes — the MCP Server is the layer underneath the AI tools your team uses. A PM in Cursor or a CX lead in Claude Desktop queries Indellia naturally; the MCP plumbing is invisible. Setup is one-time per workspace. See the MCP for voice of customer guide.

How does activation actually work — is it just notifications?

Activation is more than notifications. Anomaly alerts route to specific Slack channels with the underlying verbatims attached. The Response Agent (Beta) drafts replies for human approval. Daily digests are personalized per user. Snowflake pushback feeds your downstream BI. The activation layer is what differentiates a platform from a dashboard.

Ask Indellia

Have a specific question?

Indellia's AI agents answer with citations from real customer feedback across Amazon, Walmart, Best Buy, and 20+ retail channels.

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Try the platform on your SKUs.

$495/mo SME · $1,995/mo Mid-Market. Free trial available. Connect channels and the Indellia MCP Server is queryable within hours.