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Querri vs Domo

Domo puts a whole BI platform in one product. Querri starts from the question.

Both are all-in-one. Only one starts from what you want to know.

Domo brings more than 1,000 connectors, Magic ETL, dashboards, apps and AI agents together in one platform, with unlimited users on a credit pool. Someone still builds the dataflows and cards, and keeps an eye on the credits. Querri is the question-first data platform. It starts from the questions your business asks and builds what's needed to answer them, on one predictable bill.

Start free Bring your hardest question

Time, cost and control

Answers this week, a bill you can plan, and nothing to build first

Domo and Querri both put the data, the dashboards and the AI in one product. The difference is who has to build it and how the bill is set. Here's what that means for the business.

  1. Answers before the build

    On Domo, a builder sets up the dataflows, Beast Modes and cards before most people get an answer. With Querri, you connect a system or upload a file and ask the same day.

  2. A bill you can plan, with no surprises

    Domo sells a credit pool by quote, sized to how often your data refreshes and how much AI you use, and Vendr sees renewal increases unless they're capped up front. Querri is one predictable bill: a monthly credit allowance tied to the work your team does, alerts before you reach it, and no automatic overage charges.

  3. Run by the people who know the business

    A Domo instance usually has an admin or developer who owns the dataflows and the credit pool. In Querri, an ops, RevOps or finance lead says what the numbers mean, in plain language.

  4. Secure, auditable, nothing to rip out

    SOC 2 Type II, HIPAA and ISO 27001:2022, and your data never trains a model. Every number shows its query, and your Domo dashboards can keep running while Querri works from the same sources.

Where each one fits

Pick by the team and the timeline you have

Domo is the closest thing to Querri in the BI market: one platform from connectors to AI. We'd rather you pick the right one than pick us for the wrong reason.

Choose Domo when

  • You need the widest connector catalog in one product: more than 1,000 sources.
  • You want custom apps, workflows, writeback to other systems and mobile apps on top of your dashboards.
  • You have a Domo admin or developer who will build dataflows and Beast Modes, and watch the credit pool.
  • Your data already lives in a cloud warehouse and you want to use it in place, without Domo storing a copy.
  • You embed analytics for many outside customers, or your buyers ask for certifications like HITRUST and ISO 27018.

Choose Querri when

  • You want business answers in days, without a BI build first.
  • Your data lives in business systems and spreadsheets, and the hard part is cleaning and joining them.
  • The people who know what the numbers mean aren't BI developers, and shouldn't need to be.
  • You want a price you can see before a sales call, not a multi-year credit pool to size and renew.
  • You want answers checked two ways, ambiguous questions flagged, and Claude and ChatGPT connected on every plan.

Feature by feature

The detailed comparison

Every row says where each one is stronger. Domo is a broad, mature platform, and where it wins, we say so. Facts are current as of October 2026 and linked in the sources.

What matters Querri Domo Stronger
Cost and people
How you pay One predictable plan for the whole organization, with a shared monthly credit allowance. A credit is a unit of business work, like a question answered, so usage is easy to plan. AI and unlimited dashboard viewers are included. See plans. A pool of credits bought for the contract term, typically one to three years, by quote. Unlimited users with "No per-user charges." The dollar value of a credit is set in each contract. Querri
When you use more than you planned Usage alerts at 80% and over the plan, monthly limits per person, and no automatic overage charges. When a category's credits run out, standard credits are used "as overage protection." Failed processes don't charge. Credit reports update once a day. Querri
Who runs it A data owner who knows the business, like an ops, RevOps or finance lead. A Domo admin or developer for dataflows, Beast Modes and cards, plus someone who watches credits and plans the renewal. Querri
Time to the first answer Connect a source or upload a file and ask the same day. A 30-day free trial of the full platform, no card needed. Trusted answers come once the dataflows and cards are built. Querri
Getting your data in
Business systems 125+ connectors, including HubSpot, Salesforce, QuickBooks, NetSuite, Stripe and Shopify. The Connector Agent sets up new REST sources. "Bring 1,000+ data sources together in one place." One of the largest catalogs in BI, built over 15 years. Domo
Spreadsheets and files Drop in CSV, Excel, JSON or Parquet up to 2 GB. Querri finds the table inside a messy Excel sheet and remembers where it was next month. File and Excel connectors and uploads; each table created or updated uses a credit. Querri
Where the data lives Querri syncs a copy into its own storage on the schedule you set, hourly to monthly, and answers from that copy. Domo stores it, or it stays in your cloud warehouse through Cloud Amplifier. Domo: if you don't need it to manage storage, "there's no charge for data." Domo
Writing back to other systems Querri reads only. It never writes back to your sources. Writeback to other systems is built in, at a credit per table written. Domo
Data quality and meaning
Data cleaning Automatic data cleaning: the Data Audit runs more than 180 checks on every table as it arrives, and the Janitor cleans a table with you. Every fix is a view you can inspect. Magic ETL, a drag-and-drop canvas, now with runtime heatmaps and versioning. A builder designs each dataflow, and each run uses credits. Querri
Business definitions The Library: say what a number means once, in plain language, and every answer, dashboard and AI assistant uses it. KPIs are defined once. Beast Mode calculations and certified metrics, built by a developer. Snowflake Semantic Views support is in beta. Querri
When a question is ambiguous Querri tells you when a question has more than one reasonable reading, and which one it used. AI Chat answers from the datasets and definitions it's given; configuring them well is the builder's job. Querri
AI and answers
Asking in plain language Ask on every plan, from Free, with forecasts and statistics when the question needs them. AI Chat now works across several datasets and documents in one conversation. A real, capable product. Even
Custom AI agents Skills save an analyst's method so anyone can reuse it. Querri doesn't sell an agent builder. Agent Catalyst, "the end to end platform to build, test, and deploy custom AI agents," plus the Agent Store, hosted models from OpenAI, Anthropic and others, or your own. Domo
Checking its work Checks the data for gaps and duplicates before it queries, works the answer out two independent ways, and shows the query behind every number. Answers rest on the dataflows and metrics a builder has certified. Querri
Proactive insights Nightly insights in your Inbox, and Monitors that show which store, rep or region moved. Nothing changes without your OK. Alerts and workflows that a builder sets up for the metrics they chose. Querri
Claude, ChatGPT and MCP Connect Claude or ChatGPT on any plan, including Free. Dashboards and charts appear inside the chat, under each person's own access. MCP toolkits that let authorized AI assistants work across Domo, "not yet generally available" as of September 2026. Querri
Dashboards, apps and reports
Building dashboards Build or change a dashboard by asking, or paste a screenshot of one you use today and get it back on your own data. Mature cards and dashboards, built in a visual editor. G2's review summary notes a steep learning curve. Querri
Who can view Unlimited dashboard viewers on every plan, including Free. Unlimited users. Domo says you don't pay for the number of dashboards or the size of your team. Even
Apps, workflows and mobile Dashboards, scheduled projects and Deliver. Querri doesn't build custom apps. Low-code App Studio, pro-code apps, no-code workflows and native mobile apps. Genuinely broader. Domo
Scheduled reports, Excel, decks Scheduled projects, formatted Excel workbooks and slide decks, delivered on a schedule. Scheduled reports and alerts, included in the platform. Even
Analytics in your own product White label and embed on Scale. Each customer sees only their rows. Domo Everywhere for embed and white label, with a long customer track record. Each outside account uses about 3.3 credits a day. Domo
Company and track record
Scale and history A younger, focused company, built around AI from the start. 15 years of product and more than 2,400 business customers, now inside Progress Software, which closed its $400 million purchase on September 22, 2026. Domo
Pricing after the acquisition Prices are published on our pricing page, and the plan you choose is the plan you get. Progress hasn't announced Domo pricing changes. It is evaluating consumption pricing across its portfolio and expects legacy seat contracts to churn. Querri
Security and governance
Certifications SOC 2 Type II, HIPAA and ISO 27001:2022. Your data is never used to train any model. A longer list: SOC 1, SOC 2, ISO 27001, ISO 27018, HIPAA, HITRUST, GDPR and CCPA. Domo
Identity and access Workspaces, roles and an audit log, with SSO and row-level access policies on Scale, applying in chat, dashboards and MCP alike. Row and column permissions, certified metrics and lineage. An agent shows a person only what that person could already see. Even

Domo's credit rates come from its published consumption terms and pricing guide as of October 15, 2026. The dollar value of a credit is set in each contract and isn't published; Vendr's figures are third-party contract data, not list prices.

Pricing

A credit pool rewards a team that plans it

Unlimited users with no seat fees is a real strength, and Domo deserves credit for it. The trade-off is that you size a pool of credits for one to three years up front, from guesses about how often data refreshes, how many dataflows run and how much AI people use. When those guesses move, the pool drains faster, and the true cost shows up at renewal.

How Domo is billed

  • You buy a pool of credits for the contract term, typically one to three years, by quote. Larger pools and longer terms lower the price per credit, which is set in your contract.
  • 1 credit for each table created or updated by ingestion, and 1 to 3 credits for each output table a dataflow writes, so refresh frequency drives the bill. Billable runs are capped at 10 to 25 a table a day.
  • Storage in Domo is 1 credit per million rows a month, or 1 per two million virtual rows. Data left in your own warehouse has no storage charge.
  • Basic Domo AI is in the contract. Domo AI Pro is metered: AI chat is 0.2 credits a request through October 31, 2026, then 0.01 credits an operation plus per-token model charges, at rates on your contract's rate card. Your own models use no credits.
  • Each outside account on Domo Everywhere uses 3.2877 credits a day, about 100 a month.
  • Vendr's median Domo contract is $50,000 a year (range $10,920 to $175,245, 91 purchases), and renewal quotes "often include annual price increases" unless capped in the first negotiation.

When credit pricing is the better deal

If hundreds of people need access, seat-priced BI gets expensive fast, and Domo's unlimited users can win outright. It's at its most efficient when your data already sits in a cloud warehouse (no storage credits), an admin sets refresh schedules deliberately, watches Credit Utilization every week, and the renewal cap is negotiated before you sign. If that's your team, the guides below are where to start.

What people say about the credit meter

  • "I also have to keep track of my credit usage"

    A director of market intelligence, in a five-star G2 review from July 2026 that calls Domo a game-changer for sales reporting: "The cost is high, and I also have to keep track of my credit usage." Even happy customers watch the meter.

    G2, Jul 2026

  • "Pretty steep and a bit non-transparent"

    An enterprise reviewer on G2, July 2026: the pricing "can feel pretty steep and a bit non-transparent, which makes it hard for smaller teams to justify."

    G2, Jul 2026

  • Fresher data, more credits

    On Domo's community forum, a member suggested refreshing a dataset every 15 minutes or hourly, with a warning: on the consumption model "this would incur high usage costs." The reply: "we were really trying to avoid that kind of credit consumption."

    Domo Community Forum, Feb 2024

  • Renewals that rise on their own

    Vendr, from 91 Domo purchases: "Domo renewal quotes often include annual price increases, even when scope remains unchanged." Its advice is to cap renewals in the first negotiation.

    Vendr

  • The AI meter changed mid-contract

    Domo's consumption terms: Documents and Agent Knowledge started using credits on August 1, 2026, and AI chat moves into Domo AI Pro on November 1, with per-token rates set by each contract's rate card rather than a published price.

    Domo

  • Leaving is a project too

    A practitioner on Hacker News described a CEO's project to move off Domo to save money. It stalled: "Eventually the project died, but not after we paid for a year of Datarama and 8 months of contracting." A reason to add, not rip out.

    Hacker News, Apr 2024

Choosing Domo? Keep the credit pool in check.

If Domo is the right call for you, these are the documents and habits that keep the credit pool and the renewal predictable. The first five are Domo's own.

How Querri keeps the bill predictable

  • One bill, no surprises. One plan for the whole organization, with the AI, storage and unlimited dashboard viewers included. See plans and pricing.
  • One simple credit. A credit is a unit of business work, like answering a question or syncing a source, so usage is easy to understand and easy to plan for.
  • Unlimited dashboard viewers on every plan. Viewing, uploads, exports and the Library never cost credits.
  • Usage alerts at 80% of the plan, when it's over and on a spike, plus a monthly limit for any person.
  • No automatic overage charges. We tell you as you approach your limit, and you decide what happens next.
  • No multi-year pool to forecast. Storage, the engine and the AI are in the plan, and refreshing data doesn't cost extra.

Total cost

What it takes to get the first answer

Domo puts the layers in one product, which is a real advantage over assembling a stack. Someone still builds what sits inside it before a business user gets a trusted answer. Here's the typical Domo path, next to Querri.

Layer Domo path Querri
Platform A credit pool by quote. Vendr's median Domo contract is $50,000 a year, from $10,920 to $175,245 Included
Ingestion 1,000+ connectors, with a credit for every table refreshed 125+ connectors and file uploads, set up by the Connector Agent
Transformation Magic ETL dataflows, designed by a builder, with credits for every output table Automatic data cleaning, with every fix saved as a view
Definitions Beast Modes and certified metrics, kept current by a developer The Library, taught in plain language
Dashboards Cards and dashboards, included, with unlimited users Dashboards included, with unlimited viewers
AI Basic Domo AI included; Domo AI Pro on credits and per-token rates AI agent, nightly insights and MCP included
People A Domo admin or developer who builds, maintains and watches credits, or a partner A data owner who knows the business
Time Days to try it; weeks for the dataflows and cards behind trusted answers The same day
Per year, roughly About $50,000 a year at Vendr's median, plus the time of the person who builds and runs it One predictable plan with AI, storage, dashboards and unlimited viewers included. See plans

The Domo path is our estimate from Vendr contract data and Domo's published consumption terms, not a quote. A small, careful deployment costs less; a large one with many outside accounts and heavy AI use costs more. If you already have a Domo developer, that line is a cost you've already chosen.

Built in, not assembled

Everything between your data and the answer, in one product

Domo is all-in-one too, and that's its strength. The difference is who builds inside it. In Querri the chain builds itself as you ask: new data rebuilds the views on it, KPIs recompute and every dashboard refresh replays its saved query, so any number traces back to its source.

The Querri Library: collections of data with the questions asked of them and the views built to answer them
The Library: your data, what it means, and the questions it already answers.

125+ connectors

CRM, accounting, ERP, payments, ads and databases, plus spreadsheets and files.

Automatic data cleaning

More than 180 checks on every table, and the Janitor to fix what they find.

The Library

A business-first semantic layer: definitions, KPIs and rules, taught by saying them.

Dashboards

Built by asking or from a screenshot, shared with unlimited viewers.

Nightly insights and Monitors

Querri works through your data overnight and shows what changed.

MCP for Claude and ChatGPT

Every assistant answers from the same definitions, under each person's access.

Reports and Excel

Scheduled projects, formatted workbooks and decks, delivered for you.

White label and embed

Bring the same understanding inside your own product, under your brand.

Using both

How Domo and Querri work together

Plenty of teams will run both, and that can be a good setup. Keep Domo for the dashboards, apps and embeds people rely on, and let Querri be where the business asks the questions nobody built a card for. Querri doesn't read from Domo directly; the two work side by side from the same sources.

Keep in Domo

  • The dashboards and apps your teams rely on
  • Domo Everywhere embeds for your customers
  • Workflows and writeback to other systems
  • Sources only Domo's catalog covers

Do in Querri

  • Questions nobody built a card for
  • Definitions the business owns, in plain language
  • Nightly insights on what changed
  • AI answers in Querri, Claude and ChatGPT

How they fit together

  1. Querri doesn't have a Domo connector. The simplest setup connects Querri to the same systems Domo reads, like Salesforce, HubSpot, NetSuite or your databases, from its 125+ connectors.

  2. If your Domo data lives in a cloud warehouse such as Snowflake, BigQuery, Redshift or Databricks, Querri can sync the same tables on the schedule you set, from hourly to monthly.

  3. For a Domo dataset you want to reuse as is, export it to CSV or Excel and upload it. Querri finds the table and remembers where it was when next month's file arrives.

  4. Querri reads from your sources, not from Domo, so questions in Querri don't run Domo dataflows or draw on your credit pool. It never writes back, and your data is never used to train any model.

See all connectors

FAQ

Questions people ask when comparing Querri and Domo

How much does Domo cost?

Domo doesn't publish prices. It sells a pool of consumption credits by quote, typically for one to three years, with the dollar value of a credit set in each contract. Vendr reports a median Domo contract of $50,000 a year, from $10,920 to $175,245 across 91 purchases. Querri is one predictable plan with AI and dashboards included; see current plans.

Does Domo charge per user?

No. Domo's current pricing has "No per-user charges" and unlimited users; it replaced seat licenses with credits. Some older customers are still on seat contracts, and Progress expects those to churn. Querri also includes unlimited dashboard viewers on every plan.

How do Domo credits work?

Credits are spent as you use the platform. Ingestion uses 1 credit for each table created or updated, a Magic ETL dataflow uses 1 credit per output table (more for Adrenaline and data science dataflows), storage is 1 credit per million rows a month, and AI, workflows and outside accounts have their own rates. If a category's credits run out, standard credits cover the overage.

Why are my Domo credits running out faster than expected?

Usually refresh frequency and dataflows: every table refreshed and every output table written uses credits, so moving a source from daily to hourly multiplies its cost. Growing storage, Domo AI Pro usage and Domo Everywhere accounts (about 100 credits a month each) add up too. Domo's Credit Utilization page shows where credits go, updated once a day.

Does Domo AI cost extra?

Partly. Domo says basic Domo AI features are included in your contract, and Domo AI Pro is priced by consumption. AI chat costs 0.2 credits a request through October 31, 2026; from November 1 it moves into Domo AI Pro at 0.01 credits an operation plus per-token model charges at your contract's rates. Bringing your own model uses no Domo credits. In Querri, AI is part of every plan's credit allowance.

Did Progress Software buy Domo?

Yes. Progress bought Domo's AI and data platform business for $400 million, and the deal closed on September 22, 2026. Domo now sits inside Progress's data platform offerings. Progress has said there are no immediate plans to change Domo's product roadmap.

Will Domo's pricing change under Progress?

Nothing has been announced. On its September 2026 earnings call, Progress said more than 85% of Domo's recurring revenue is on consumption contracts, that it expects legacy seat contracts to churn, and that it is evaluating consumption pricing across its portfolio. If you're renewing, ask your account team directly what Progress has planned.

Is Domo good for small businesses?

It can work, with unlimited users and a 30-day free trial. But every contract is a custom quote, Vendr's lowest reported contract is about $10,900 a year, and one enterprise G2 reviewer said the pricing "makes it hard for smaller teams to justify." Querri starts free and runs on one predictable plan, with controls so the bill never surprises you.

What's the best Domo alternative for a team without a BI developer?

One that doesn't need dataflows, calculated fields and cards built before the first answer. Querri connects your systems, cleans the data automatically, learns your definitions in plain language and builds dashboards by asking, on one predictable plan. If you need custom apps, writeback or Domo's full connector catalog, Domo remains the stronger fit.

Is Querri a replacement for Domo?

For a business team that wants answers, Querri covers what they'd use Domo for: connecting systems, cleaning the data, defining metrics, dashboards and AI. Domo is broader in connectors, custom apps, workflows, writeback and embedding at scale. Many teams can keep Domo where it's working and add Querri for the questions.

Can Querri connect to Domo?

Not directly; Querri doesn't have a Domo connector. Querri connects to the same sources Domo reads, from CRM and accounting systems to Snowflake, BigQuery and Databricks, and you can export any Domo dataset to CSV or Excel and upload it.

Does Querri have as many connectors as Domo?

No. Domo advertises more than 1,000 data sources; Querri has 125+, covering the CRM, accounting, ERP, payments, ads and database systems most business teams use, plus file uploads. Querri's Connector Agent can also set up new REST sources without seeing your passwords.

Can Querri embed analytics like Domo Everywhere?

Yes, on the Scale plan: Querri white labels and embeds dashboards and answers inside your product, and each customer sees only their rows. Domo Everywhere has a longer track record with large embedded deployments, and bills each outside account in credits.

Can I try Querri on my own data first?

Yes. You can start on the free plan with no credit card, connect a source and ask. See plans for what each includes. Or bring your hardest question to a 20-minute walkthrough.

Sources

Where these facts come from

Checked October 15, 2026. Domo is changing quickly under Progress, and its AI pricing changes on November 1, 2026; if something here is out of date, tell us and we'll fix it.

  1. Domo pricing (credits, unlimited users, 30-day trial) Domo
  2. Domo consumption terms (credit rates, Domo AI Pro, Domo Everywhere accounts) Domo
  3. What are consumption credits and how do they work? Domo docs
  4. Credit Monitoring (Credit Utilization, overage protection) Domo docs
  5. How much does Domo cost? (pricing guide) Domo
  6. Breaking down Domo's consumption model Domo
  7. Domo homepage (1,000+ data sources) Domo
  8. Domo AI (Agent Catalyst, Agent Store, hosted models) Domo
  9. Domo Trust (certifications) Domo
  10. Domo Everywhere embedded analytics Domo
  11. Domo on Progress (governance, MCP, certified metrics) Progress Software
  12. Magic ETL update marks first Domo platform release since acquisition TechTarget, Sep 2026
  13. Progress Software buys Domo's AI and data platform business for $400 million Constellation Research, Jul 2026
  14. Progress Software completes Domo AI platform acquisition Let's Data Science, Sep 2026
  15. Progress Software Q3 earnings call highlights (Domo revenue, consumption share) MarketBeat, Sep 2026
  16. Progress on Domo customers and consumption pricing diginomica, Oct 2026
  17. Domo contract data (median contract, renewals) Vendr
  18. Domo pros and cons (reviews) G2, Jul 2026
  19. "This would incur high usage costs" Domo Community Forum, Feb 2024
  20. "Eventually the project died" Hacker News, Apr 2024
  21. Querri pricing Querri
  22. Predictable credit use Querri docs

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See your own data answer before you size a credit pool

Connect a system or drop in a spreadsheet, ask the question that matters most, and see the query behind the answer. If Domo is the better fit, we'll tell you.

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