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Querri vs Julius

Julius is a fast personal analyst. Querri is where the whole team's answers live.

Same plain-language questions. A different job.

Julius is quick and friendly: drop in a file, ask, and get a chart, a report or a slide for $20 a month. When a team needs the same number every week, the work is shared meaning, business systems and reports that come back on their own. Querri is the question-first data platform. It starts from the questions your business asks and builds what's needed to answer them, for everyone, on one predictable bill.

Time, cost and control

Answers the whole team can reuse, on a bill you can plan

Julius makes one person faster. Querri gives a team one understanding of the business that every answer, dashboard and AI assistant works from. Here's what that difference means.

  1. Answers that build on each other

    In Julius, files expire after a quiet week and repeat work lives in prompts. In Querri, definitions, questions and views stay in the Library, so the next answer starts from the last one.

  2. A bill you can plan, with no surprises

    Julius credits expire every billing cycle and can't be topped up, so running out means a bigger plan. 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. Nobody has to hold it together

    Without shared definitions, someone re-explains revenue in every chat and re-runs every report. Querri cleans the data, keeps the definitions and delivers the reports on schedule.

  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 Querri reads the same databases and Google Sheets you already use.

Where each one fits

Pick by who needs the answer and how often

We'd rather you pick the right tool than pick us for the wrong reason. Here's where each one fits.

Choose Julius when

  • One person needs a quick answer from a spreadsheet, CSV or PDF today, for $20 a month or less.
  • You want statistical analysis without writing code, and to see the code it ran.
  • The work is ad hoc: a question, a chart, done, with nothing to keep or share.
  • You also want slides, a website, images or video from the same chat.
  • Your data sits in a database Julius connects to, and an analyst will check the answers.

Choose Querri when

  • Several people need the same number, defined once, every week.
  • Your data lives in business systems like HubSpot, Salesforce, QuickBooks, NetSuite or Stripe.
  • You want the data cleaned and checked before every answer, not when someone remembers to ask.
  • Dashboards should reach unlimited viewers, each seeing only what they're allowed to.
  • You want Querri to watch the data overnight and answer inside Claude and ChatGPT too.

Feature by feature

The detailed comparison

Every row says where each one is stronger. Where Julius wins, we say so. Facts are current as of October 2026 and linked in the sources.

What matters Querri Julius 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. Credit plans: Free with daily credits, Plus at $20 a month ($16 annual), Pro at $45 ($37), Business at $450 ($375) for up to 50 members, and Enterprise by quote. Hard to beat for one person. Julius
When you use more than you planned Usage alerts at 80% and over the plan, monthly limits per person, and no automatic overage charges. Unused credits expire at the end of each billing cycle, and buying more credits "is not supported." More usage means a bigger plan. Querri
Who runs it A data owner who knows the business sets the definitions; everyone else asks. Each person runs their own chats. No engineers, and nothing to set up beyond a file or a connection. Even
Time to the first answer Connect a source or upload a file and ask the same day. Minutes. Drop in a file and ask. Julius
Getting your data in
Business systems 125+ connectors, including HubSpot, Salesforce, QuickBooks, NetSuite, Stripe and Shopify. The Connector Agent sets up new REST sources. Databases and ad platforms: PostgreSQL, MySQL, SQL Server, Snowflake, BigQuery, Supabase, Google Ads and Meta Ads, plus Google Drive, OneDrive and SharePoint files. No CRM or accounting connectors listed. Querri
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. A wide range: CSV, Excel, JSON, Parquet, SQLite, SPSS, PDFs and images, plus a Google Sheet shared by link. Even
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. Database connectors query live data, so answers reflect the latest rows. Julius
What stays between sessions Connected sources keep syncing, and the Library keeps the definitions, questions and views your team built. Files stay for up to 7 days of inactivity on paid plans and 1 hour on Free. Permanent file storage is on Enterprise. Querri
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. Cleans when you ask, in each chat: say "Clean this dataset" or go step by step. 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. A learning sub agent records what tables and columns mean from your chats and shares that schema knowledge across a team. You can view, edit or freeze it. A real head start. Querri
When a question is ambiguous Querri tells you when a question has more than one reasonable reading, and which one it used. It answers the reading it picks. Reviewers describe analyses that needed manual checking before they could trust them. Querri
AI and answers
Depth of analysis Python where a dataframe beats SQL, plus forecasting and statistics tools. Built for statistical analysis and data science: it writes and runs code in a sandbox, on frontier models such as GPT-6.1 Sol and Claude Opus 5.5. Julius
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. Shows the code it ran, and its agent retries when a query fails or the numbers look off. Querri
Proactive insights Nightly insights in your Inbox, and Monitors that show which store, rep or region moved. Nothing changes without your OK. Answers when someone asks, and runs scheduled analyses: 3 on Pro, unlimited on Business. Querri
Claude, ChatGPT and MCP Connect Claude or ChatGPT on any plan. Dashboards and charts appear inside the chat, under each person's own access. Ask in Julius, or in Slack with the Julius Slack agent. We found no documented way to use Julius from Claude or ChatGPT. Querri
Dashboards 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. Interactive dashboards, calculators and mini-apps built in chat, with filters you can click. Even
Who can view Unlimited dashboard viewers on every plan, with access set by workspace and role. Publish makes a public link anyone can open. Shared workspaces, files and threads start on Business. Querri
Scheduled reports and Excel Scheduled projects, formatted Excel workbooks and slide decks, delivered for you on a schedule. Written reports from a chat, refined by asking, plus scheduled runs on Pro and Business. Querri
Slides, sites, images and video Wrapped slide decks from a project, and exports to CSV, Excel, Parquet, PNG and SVG. Querri doesn't build websites, images or video. Presentations, websites, images and video from the same workspace. Julius
Analytics in your own product White label and embed on Scale. Each customer sees only their rows. Public links and websites; no documented embedding with per-customer access. Querri
Security and governance
Certifications and training SOC 2 Type II, HIPAA and ISO 27001:2022. Your data is never used to train any model. SOC 2 Type II and TX-RAMP, and "We never use your data to train AI." Even
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. Owner, Admin and Member roles on Business; SSO and audit logs on Enterprise. Each member's queries stay private. Querri

Julius prices are US list from julius.ai/pricing and Julius's documentation as of October 15, 2026. The pricing page shows Free, Plus, Pro, Business and Enterprise, while Julius's credits page also lists Max ($200), Ultra ($500) and Growth plans up to $5,000. The pricing page lists database connectors on the Business card but from Plus in its comparison table.

Pricing

Low prices, credits that reset, and a tier to climb when they run out

Julius is one of the least expensive ways to put an AI analyst in front of a spreadsheet, and for one person that's a real advantage. The thing to plan for is the credit meter: every action uses credits, the cost depends on the model and the task, and what's left disappears at the end of the month.

How Julius is billed

  • Plus is $20 a month ($16 annual) for 2,000 credits; Pro $45 ($37) for 5,000; Business $450 ($375) for 60,000 credits and up to 50 members. Free runs on daily credits.
  • Every action costs credits, and Julius says there's no single answer to what a message costs: it depends on the action, the model and the complexity.
  • Model choice is "one of the biggest drivers" of credit use. Frontier models burn credits far faster than lighter ones.
  • Unused credits expire at the end of each billing cycle, and credits are non-refundable.
  • Buying more credits is not supported. If you run out, the path is a bigger plan.
  • Shared workspaces start at Business; SSO and audit logs are on Enterprise, by quote.

When Julius's credit plans are the better deal

If one analyst needs quick answers from files and databases, picks a lighter model for simple questions, and doesn't need definitions shared across a team, $16 to $45 a month is hard to beat, and Querri's plans cost more. If that's you, the guides below help the credits go further.

What people run into

  • A year of credits in under a month

    A long-time user on Trustpilot: "They changed my default from Lite to whatever their highest level of analytics is, and it burned through a year's worth of credits."

    Trustpilot (21 reviews), Sep 2026
  • Credits that never arrived

    A Business subscriber: "I paid $450 for a Julius Business subscription because it advertised daily refresh credits," which they say "were never applied to my account."

    Trustpilot (21 reviews), Sep 2026
  • Checking every answer

    Another reviewer found the platform easy to use, but "Many of the analyses contained errors or inconsistencies that required manual verification."

    Trustpilot (21 reviews), Jun 2026
  • Data from nowhere

    "Julius tends to just create data out of nowhere and then use it for analysis," one reviewer wrote, after finding it had analyzed a different field than the one asked for.

    Trustpilot (21 reviews), Jan 2026
  • The risk Julius names itself

    Julius's own engineering post on its Slack agent: "LLMs love to hallucinate table names and column names." Its learning agent exists to reduce that, and it learns from use.

    Julius, Oct 2025
  • Work that doesn't stay

    Julius's documentation: on paid plans, files "remain available for up to 7 days of inactivity"; on Free, files go after 1 hour. Permanent storage is an Enterprise feature.

    Julius docs

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.
  • Storage is in the plan. Connected sources keep syncing on your schedule, and the Library keeps what your team taught it.

Total cost

What it takes to get the first team answer

For one person, Julius is the cheaper path, and the table would end at the first row. For a team that needs the same numbers every week, here's what the Julius path takes, next to Querri.

Layer Julius path Querri
Plan Business at $450 a month ($375 annual) for shared workspaces; SSO and audit logs on Enterprise, by quote One predictable plan, with unlimited dashboard viewers. See plans
Business systems Exports from CRM, accounting and billing systems, uploaded by hand 125+ connectors, set up by the Connector Agent
Cleaning Asked for in each chat, on credits Automatic data cleaning, with every fix saved as a view
Definitions Learned schema notes and per-connection instructions, kept current by hand The Library, taught in plain language
Dashboards Built in chat, shared as public links or inside the Business workspace Dashboards included, with access by role
Repeat reports Scheduled runs, or someone re-prompting each week Scheduled projects, Excel workbooks and decks, delivered
People An analyst who checks the answers and keeps the context current A data owner who knows the business
Time Minutes for one file; ongoing for a shared weekly number The same day, then it keeps running
Per year, roughly $192 for one person on Plus; $4,500 to $5,400 for a team on Business, plus the time to export, re-explain and re-run One predictable plan with AI, storage, dashboards and unlimited viewers included. See plans

Julius figures are our arithmetic from Julius's published list prices, not a quote. The time lines are what the work takes, not a dollar figure; if one analyst is all you need, Julius Plus or Pro is the cheaper choice.

Using both

How Julius and Querri work together

Plenty of teams will run both, and that's a reasonable setup. An analyst keeps Julius for quick, one-off work on a file, and the team asks Querri for the numbers everyone shares. The two don't connect to each other; they meet at the same sources.

Keep in Julius

  • Quick, one-off analysis of a file
  • Statistical exploration for one analyst
  • Slides, sites and images from a chat
  • Personal research with web search

Do in Querri

  • Definitions the whole team shares
  • Business systems, synced on a schedule
  • Dashboards for everyone, with unlimited viewers
  • Nightly insights and scheduled reports

How they fit together

  1. Querri doesn't connect to Julius, and Julius doesn't connect to Querri. Both can read the same PostgreSQL, MySQL, SQL Server, Snowflake or BigQuery database, and the same Google Sheets.

  2. An analysis finished in Julius can come into Querri as a CSV or Excel file, to become a dashboard the team can open.

  3. Teach a definition once in Querri's Library, and Querri, Claude and ChatGPT all use it, under each person's access.

  4. Querri syncs a copy on the schedule you set, never writes back to your sources, and never uses your data to train any model.

FAQ

Questions people ask when comparing Querri and Julius

Is Julius AI free?

Yes, Julius has a free plan that runs on daily credits and lighter models. Files on Free are kept for 1 hour of inactivity, and database connectors and team features are on paid plans. Querri also has a free plan, with no credit card.

How much does Julius AI cost?

On Julius's pricing page: Plus is $20 a month ($16 billed annually) for 2,000 credits, Pro is $45 ($37) for 5,000, Business is $450 ($375) for 60,000 credits and up to 50 members, and Enterprise is by quote. Julius's credits documentation also lists Max, Ultra and Growth plans that the pricing page doesn't show, so confirm with Julius before you buy.

Do Julius credits roll over?

No. Julius's documentation says unused credits expire at the end of the billing cycle and don't carry over, and credits are non-refundable. Annual plans get the year's credits up front. In Querri, admins see usage alerts at 80% and over the plan, and can set a monthly limit for any person.

Can I buy more Julius credits?

Not at the moment. Julius's documentation says purchasing additional credits or topping up isn't supported, and suggests upgrading your plan if you need more. Querri never auto-charges for overages; it tells you as you approach your limit, and you decide what happens next.

What's the best Julius AI alternative for teams?

It depends on what the team needs to share. If several people need the same definitions, numbers from business systems like HubSpot or QuickBooks, and dashboards with access control, Querri is built for that. If each person mostly analyzes their own files, Julius Business or ChatGPT may be all you need.

Is Julius AI good for small business?

For an owner or analyst who wants quick answers from spreadsheets and exports, yes: it's fast, friendly and inexpensive. It gets harder when the numbers live in CRM, accounting and payments systems that Julius doesn't connect to, or when several people need the same report every week. That's the work Querri takes on.

Is Julius AI accurate?

On simple questions over clean files, it usually does well, and it shows the code it ran. Some reviewers describe errors that needed manual checking, and Julius's own engineers write that models tend to invent table and column names, which its learning agent works to reduce. Querri checks the data before it queries, works each answer out two independent ways and shows the query behind every number.

Does Julius AI still have notebooks?

Julius no longer lists Notebooks in its documentation or pricing, and it has sunset Custom Agents, pointing people to custom instructions and skill files instead. Repeat work now lives in chats, skill files and scheduled runs. In Querri, a saved project replays the same steps on new data, on a schedule.

Does Julius keep my files and analyses?

Julius's documentation says files stay available for up to 7 days of inactivity on paid plans and 1 hour on Free, with permanent file storage on Enterprise. What its learning sub agent records about a connected database persists. Querri keeps synced sources, definitions and views in your Library.

Is Julius AI secure?

Julius lists SOC 2 Type II and TX-RAMP, encryption in transit and at rest, and says it never uses your data to train AI. SSO and audit logs are on Enterprise. Querri is SOC 2 Type II, HIPAA and ISO 27001:2022 certified, with row-level access policies on Scale, and never trains a model on your data.

What data sources does Julius connect to?

Julius connects to PostgreSQL, MySQL, SQL Server, Snowflake, BigQuery, Supabase, Google Ads and Meta Ads, plus Google Drive, OneDrive, SharePoint and Google Sheets shared by link. Querri has 125+ connectors, including those databases and Google Sheets, plus HubSpot, Salesforce, QuickBooks, NetSuite, Stripe and Shopify.

Julius or Querri for dashboards?

Both build dashboards by asking. Julius's interactive dashboards publish as public links, with shared workspaces on Business. Querri dashboards have unlimited viewers on every plan, refresh on a schedule, can be rebuilt from a screenshot of one you use today, and respect each viewer's access.

Can I use Querri inside Claude or ChatGPT?

Yes. Querri's MCP connection works on every plan, including Free, so Claude and ChatGPT answer from your Library's definitions, and dashboards and charts render inside the chat under each person's access.

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. Julius updates pricing and products often, and Trustpilot reviews are a small sample that shows themes, not rates. If something here is out of date, tell us and we'll fix it.

  1. Julius pricing (plans, credits, plan features) Julius, checked Oct 15, 2026
  2. Understanding credits (credit use, expiry, no top-ups, plan list) Julius docs
  3. Moving from message-based to usage-based billing Julius, Feb 2026
  4. Data connectors overview (live queries, supported databases) Julius docs
  5. Julius connectors Julius
  6. Customizing connectors Julius docs
  7. Viewing learned information (learning sub agent) Julius docs
  8. Team network effects (learning sub agent) Julius docs
  9. Files (file types, Google Sheets, retention) Julius docs
  10. Data cleaning basics Julius docs
  11. Interactive artifacts (dashboards, publishing) Julius docs
  12. Reports Julius docs
  13. User roles and permissions Julius docs
  14. Custom Agents sunset Julius docs
  15. Julius documentation index Julius docs
  16. FAQs (statistical analysis, data size, refunds) Julius docs
  17. Security (SOC 2 Type II, TX-RAMP, training) Julius
  18. Introducing Julius Slack Agent Julius, Oct 2025
  19. Julius reviews Trustpilot (21 reviews), 2026
  20. Querri pricing Querri
  21. Predictable credit use Querri docs

See your team's numbers answer before you pick a personal analyst

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