| Primary purpose | Different approachGoverned plain-English answers from business data. | Different approachAgentic analytics with a central context layer. |
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| Natural-language questions | SupportedPlain-English questions become SQL that runs on your connected sources. The SQL is shown with the result. | SupportedConversational BI across connected data. |
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| Business context and metrics | Partially supportedA semantic layer of measures, dimensions and relationships, defined or generated from the schema. | SupportedEnterprise Context Layer with metric definition resolution and conflict detection. |
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| Showing the work | SupportedEach answer shows its SQL, and the tables and columns it used are recorded as lineage. Failed queries are repaired and retried with per-attempt history. | Partially supportedShows the steps behind an answer (context, definitions, permissions, routing). SQL visibility is not stated publicly. |
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| Access rules | SupportedRole-based table access, column masking (redact, hash, partial, deny) and row-level filters applied when each query runs. | SupportedRBAC, row-level and column-level security enforced at query time. |
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| Audit trail | SupportedActions are logged with personal data scrubbed and an HMAC signature that can be verified later. | Not verifiedNot verified from public sources. |
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| Security certifications | Not verifiedNo third-party security certifications are published. Ask the team for current security documentation. | SupportedSOC 2 Type II, HIPAA and GDPR, per its site and Trust Center. |
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| Deployment | Not verifiedNot published; discuss with the team. | SupportedSaaS, VPC or on-prem. |
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| Model choice | SupportedChoose the model: Ollama for local models, OpenAI, Azure OpenAI, Anthropic Claude or an OpenAI-compatible endpoint. | SupportedBring your own LLM. |
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| Pricing model | SupportedPublished prices, per workspace rather than per user. Viewers are free on paid plans; there is a free plan and a 14-day Business trial. | Not verifiedNot published. |