Chattermill is an AI voice-of-customer platform that maps aspect-level sentiment to NPS, CSAT and CES, and it is used by large consumer brands. Teams compare alternatives when they want every data source in the business analyzed together, operational data included, each issue tied to what it costs, answers for every team, and a published price. The alternatives below are Dimension Labs, Enterpret, Thematic, Unwrap, Kapiche and Keatext.
Where Dimension Labs is different: it reads every data source in your business, customer conversations and operational data alike, learns how your business works, extracts hundreds of business-specific Dimensions, and shows what drives revenue, retention and cost for CX, marketing, product, sales, operations and leadership. Its AI agent then builds the reports, decks and dashboards and automates the recurring analytics work. From $299 a month with no demo. How it works.
By Maddox Hale, Research at Dimension Labs · Prices checked October 26, 2026
Published terms, checked October 26, 2026
Chattermill and 6 alternatives: price, contract and how you buy
Starting prices as each vendor publishes them. "Not published" means the vendor's site gives no price. Third-party figures are labelled.
What Dimension Labs is
Dimension Labs is an AI analytics agent that reads every data source a business has, unstructured customer interactions and structured operational data alike, builds context on how that business works, and extracts hundreds of business-specific Dimensions from it. It then shows what drives revenue, retention and cost across customer experience, marketing, product, sales, operations and executive decisions, and automates the analytics and BI work around it.
Chattermill scores what customers feel about each aspect of the experience. Dimension Labs reads every channel and the operational data next to it, extracts hundreds of business-specific Dimensions, and measures which issues move revenue, retention, ratings or cost, and by how much. You can start on your own file without a call. Side by side: Dimension Labs vs Chattermill.
Dimension Labs reads unstructured customer interaction data (every ticket, chat, call transcript, email, review and survey answer, in full, not a sample) and the structured operational data sitting next to it: CRM, billing, orders, product usage, point of sale, staffing and location data. Everything lands in one table, joined on the same customer, account or location.
Before it analyzes anything, the agent learns how your business works: your products, locations, segments, plans, the metrics you are measured on and what moves them. That context shapes every field it extracts and every question it asks of the data.
A Dimension is a typed field extracted from every record, such as the reason for contact, whether the issue was resolved, a product mentioned, a cancellation threat or a staff member praised by name. Dimension Labs designs hundreds of them for your business and your vertical (custom Dimensions come with the Discover plan and up; Explore uses the pre-built library), so every team's signals come out of the same data, with the same schema every run, so month twelve compares cleanly with month one.
Each issue is tested against the outcome you care about, such as churn, revenue, ratings, orders or cost to serve, holding other factors fixed. Findings come with an effect size and a confidence interval (Prove plan and up), and Scale adds subgroup analysis: who is most affected and why. Every number links back to the conversations behind it.
The agent learns how your business works. Ask in plain English and it answers with charts and evidence. It produces any form factor you need (a report, a slide deck, a dashboard, a spreadsheet, an alert, a shareable page) and runs on a schedule, so the weekly CX report, the QBR deck, the monthly location review and the ad hoc root-cause dig stop being manual analytics and BI work.
Every data source
What Dimension Labs reads, and joins on the same customer, account or location
From a Dimension Labs report
The dashboard's priority list, rearranged by measured effect: the front desk falls from second to last
8,504 rated public Google reviews of 45 Marriott-family hotels in Orlando. Left, the five drivers in the order a standard CX dashboard flags them, from mention volume and correlation with low scores. Right, the same five ranked by their effect on a one- or two-star review.
One set of data, every team
The questions Dimension Labs answers for each team
Product
Ask for the deliverable, and the agent builds it
A report and a slide deck built and checked by the agent, then saved to the project and kept current.
At a glance
A feedback analytics tool compared with Dimension Labs
What the category is generally built to do, set against what Dimension Labs does. Check any specific vendor against the published terms above.
Customer results
What teams reported after putting it to work
Each figure is that company's own reported result, from its customer story.
Plans from $299 a month, no demo or sales call, no contract on monthly plans. Discover and Prove include a causal finding from your data by the end of Week 4, or Month 1 back. SOC 2 Type II, ISO 27001 and GDPR.
Start your free trialChattermill can be the simpler fit if what you want is narrower: aspect-level sentiment across reviews, surveys and support for a consumer brand, shown in CX dashboards and bought through an enterprise process, and you don't need operational data or every team in the same analysis.
$299 a month (Explore); $999, $2,999 and $6,999 tiers · Monthly or annual · Free trial to start
An AI analytics agent that reads every data source in a business, builds business-specific Dimensions, and shows what drives revenue, retention and cost for every team.
Start your free trialNot published · Not stated · None listed
Enterpret is a customer intelligence platform that unifies feedback and ties it to churn, NPS, CSAT and expansion. Like Chattermill, it publishes no price and starts with a contact form.
Enterpret website$25,000 a year (Foundation, up to 25,000 comments) · Annual · Custom demo or paid pilot
Thematic codes open-ended comments into themes and publishes its entry price: $25,000 a year for up to 25,000 comments, starting with a custom demo or a paid pilot.
Thematic websiteFrom $24,000 a year · Annual · 30-day trial on your data
Unwrap surfaces trends across channels without manual tagging and alerts on emerging issues. It starts at $24,000 a year and offers a 30-day trial on your data; buying starts with a demo.
Unwrap websiteFrom $2,000 a month (Bronze) · Monthly price shown · None listed
Kapiche is a feedback analytics platform from $2,000 a month for its Bronze plan, with higher tiers through sales.
Kapiche website$550 a month (Basic); $999 Pro; Enterprise from $1,650 · Monthly · Free 2-week proof of concept, no card
Keatext publishes monthly prices from $550 a month and offers a free two-week proof of concept on your data after a demo.
Keatext websiteIt depends on the job. Thematic for theme coding of survey comments, Unwrap for trend detection and alerts, and Dimension Labs if you want every data source joined to revenue or retention and a start without a sales call.
Chattermill does not publish a price. Its pricing page, checked October 26, 2026, leads to a demo booking form.
Unwrap offers a 30-day trial on your data, Keatext a free two-week proof of concept after a demo, and Dimension Labs a free trial to start.
Its pricing page leads only to a demo booking form.
Yes. Dimension Labs holds SOC 2 Type II and ISO 27001 and is GDPR compliant.
Dimension Labs is an AI analytics agent that reads every data source a business has, unstructured customer interactions such as tickets, chats, calls, reviews and surveys, and structured operational data such as CRM, billing, orders and usage. It builds context on the business, extracts hundreds of business-specific Dimensions, shows which issues drive revenue, retention and cost for every team, and automates the reports, decks and dashboards around that work.
Any source you have, including support tickets, live chat, chatbot and AI agent transcripts, call transcripts, emails, surveys, reviews and social posts, joined to CRM, billing, renewals, orders, product usage, point of sale, staffing and location data. Data comes in from tools such as Zendesk, Intercom, Salesforce, Genesys and Ada, from Snowflake, Databricks, BigQuery or S3, through the API, or as a CSV.
Dimensions are typed fields extracted from every record, such as the reason for contact, whether it was resolved, a product mentioned or a cancellation threat. Dimension Labs designs hundreds of them for each business, with the same schema every run, so results compare cleanly over time and can be joined to business outcomes.
Yes. The agent learns your business, answers questions in plain English, builds any deliverable (reports, slide decks, dashboards, spreadsheets, alerts) and runs on a schedule, so recurring work such as weekly CX reports, QBR decks and location reviews no longer has to be rebuilt by hand.
Prices and plan details were checked on October 26, 2026 from each vendor's public pages. Vendors change pricing; if something here is out of date, tell us at support@dimensionlabs.io and we will correct it within two business days.
Start with one file. Ask why a number moved. Plans from $299 a month, no demo and no contract on monthly plans.