Shape
AI NativeGet data insights without knowing SQL
Est 2021|Raised $130K
Published Sep 26, 2026
| Starting Price | Published starter pricing available from the vendor | Open-source option available; published cloud starter and per-user pricing available from the vendor | Public pricing exists but is often tiered and enterprise-leaning; many deployments are quote-based |
| Best For | Teams seeking natural-language querying, Slack integration, and basic embedded AI-assisted analytics quickly | Teams seeking conventional BI with optional AI assistant; strong fit for self-hosted/open source | Enterprises seeking search/AI over governed data with robust BI capabilities |
| Key Strength | Low entry pricing; emphasis on including assumptions and caveats in answers; embedding via API/React; Slack-integrated delivery | Mature BI/dashboards; open-source option; clearer control if self-hosted; SSO/SCIM available in higher tiers | Established presence in search/AI BI; broad enterprise feature set |
| Key Weakness | Limited public evidence of enterprise-scale deployments; security/compliance beyond SOC 2 Type I not clearly documented; sparse verified reviews | Metabot AI not available in open source; costs can scale with users; may require more analyst work than NLQ-first tools | Cost and procurement complexity; reliance on governed data models; pricing and packaging perceived as complex by some users |