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Tellius
Agentic and augmented analytics platform for governed natural-language search, automated root-cause insights, and decision workflows on enterprise data.
Mid-market and enterprise analytics teams that need automated driver analysis, NLQ, and agentic workflows on curated metrics rather than blank notebooks.
Teams that want transparent self-serve seat pricing like Hex, or classical drag-and-drop prep depth as the primary job.
Verdict
Tellius fits organizations that want AI to investigate why metrics moved and to push guided insights to business users without rebuilding every dashboard by hand. Pricing is Custom on Premium and Enterprise with no published list rates, so you will need a sales cycle before you can budget precisely. Practitioners like the root-cause and narrative layers; setup of the semantic model and sales-gated evaluation are the usual friction versus product-led notebook tools.
Score Breakdown
How Tellius scores in the categories that matter to its buyers.
Pricing
Tellius publishes Premium and Enterprise plan names on tellius.com/pricing but does not list dollar amounts. Both tiers are sales-quoted; Premium is positioned for mid-size teams with row and user caps, and Enterprise adds AutoML, SSO, APIs, embedding, and flexible deployment.
Model: Premium (capped users/data, Tellius Cloud) and Enterprise (unlimited scale, AutoML, SSO, APIs, customer cloud or on-prem). No public USD rate card as of September 2026; third-party per-user guesses are not treated as list prices here.
The Field at a Glance
Where Tellius ranks among Analytics & decision automation vendors we reviewed, by Overall Score and relative typical engagement cost.
Tellius scores 6.9 beside Alteryx at 7.1, Hex at 8.2, and Dataiku at 7.4 in this analytics peer set. Relative cost falls between Hex seat packaging and denser enterprise quotes from Alteryx and Dataiku.
Use-case matrix
| Use case | Fit | Notes |
|---|---|---|
| Automated root-cause / driver analysis | Strong | Core Tellius job. |
| Governed NLQ for business users | Strong | Semantic layer plus Kaiya agentic flows. |
| Collaborative SQL/Python notebooks | Mixed | Possible; Hex still sharper for notebook-first teams. |
| Classic visual data prep at Alteryx depth | Weak | Wrong primary strength. |
Who it’s for
Good fit
- FP&A, RevOps, CPG, and pharma teams chasing automated why-analysis
- Buyers who will invest in a governed semantic layer
- Groups that need agentic multi-step investigation pipelines
Poor fit
- Buyers who will not talk to sales before trying the product
- Teams that only need lightweight warehouse notebooks
- Shops that refuse any semantic-layer setup cost
Review Excerpts
Below are excerpts from public reviews. Paid reviews and pay-for-play sites such as Clutch were excluded.
“We use Tellius to ask business questions in plain language and get driver breakdowns without waiting for an analyst to rebuild the workbook every week.”
“We kept Tellius because the root-cause view saves hours of slicing once the metrics are set up.”
“Vizpads and live warehouse pushdown make it easier to share answers with exec stakeholders who will not open a notebook.”
“You cannot really evaluate packaging without a sales call. There is no self-serve checkout and the semantic setup is not free in calendar time.”
“If your team lives in SQL notebooks already, Tellius can feel like another governed layer to maintain rather than a faster daily workspace.”
Methodology
This page is an independent evaluation of Tellius for buyers comparing options in analytics & decision automation. AI Industry Reviews accepts no sponsorships, advertising, or pay-for-placement fees. Tellius did not pay for this review.
What we scored
The headline number is an Overall Score on a 0-10 scale. Eight criteria fall under it in two groups.
- Buyer outcomes (for analytics & decision automation)
- Automated insights & NLQ
- Decision & analytic workflows
- Governance & semantic layer
- Time-to-value / learning curve
- Company & commercial
- Innovation & product leadership
- Project management & communication
- Pricing
- Contract fairness
Pricing measures whether the price looks fair for the value delivered, including packaging and renewal friction that show up in real buying cycles.
Score Composition
| Input | Weight | What it covers |
|---|---|---|
| Reviews | 40% | A proprietary read of what practitioners say about likes, complaints, and day-to-day use, including public review sites, forums, and private chat rooms. Paid reviews and pay-for-play sites such as Clutch are out of scope. |
| Product | 35% | Hands-on look at screens and workflows. |
| Pricing | 15% | Whether the price looks fair for what you get. |
| Docs & training | 10% | Docs, tutorials, and training material. |
How we balanced the evidence
The Overall Score is the simple average of the eight criteria. Recommendation language follows that score and the fit pattern described above.
Scope
Tellius is graded here as analytics & decision automation. Criteria scores can move as more review volume and product checks are added.