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Place 2–4 agents side by side. Reviewed decision fields show their current answer, evidence state, and matching first-party sources. Missing intelligence remains a visible gap.
This comparison describes available evidence. “Unverified” means no matching accepted evidence—not that a feature is unavailable. It is not a universal ranking, score, recommendation, or purchasing decision.
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Data analysis agents
UnverifiedNo matching accepted official sourceYES — published plans: Starter is $50/month monthly or $45/month annual-billed; Pro is $1,110/month monthly or $999/month annual-billed; both offer a 14-day trial. Enterprise is quote-based with a pilot program.
Source-BackedEvidence has not yet passed field-level review.
UnverifiedIntelligence GapCONDITIONAL — data connectivity deployment: Customers can use a direct credential-based source connection or deploy Lumi's Secure Data Gateway within their own infrastructure.
Source-BackedEvidence has not yet passed field-level review.
UnverifiedIntelligence GapYES — agentic analytics: Provides conversational BI, anomaly/trend/root-cause and data-quality analysis, forecasts, visualizations/boards, semantic modeling, business context, alerts, feedback memory and human verification.
Source-BackedEvidence has not yet passed field-level review.
UnverifiedIntelligence GapYES — enterprise access and usage governance: Provides segmented knowledge bases, role-based permissions, entity/region/subsidiary filtering, and administrator controls for query cost, duration, rows, concurrency, quota and usage.
Source-BackedEvidence has not yet passed field-level review.
UnverifiedIntelligence GapYES — enterprise data boundary and training: Queries can be processed inside the customer environment with no raw-data replication or external storage; Lumi states it does not train AI models on company information.
Source-BackedEvidence has not yet passed field-level review.
UnverifiedIntelligence GapYES — data-source integrations: Lists Snowflake, BigQuery, PostgreSQL and SQL Server connections.
Source-BackedEvidence has not yet passed field-level review.
UnverifiedIntelligence GapEvidence has not yet passed field-level review.
UnverifiedIntelligence GapEvidence has not yet passed field-level review.
UnverifiedIntelligence GapNo public governed execution result yet.
UnverifiedExecution Evidence GapNo public governed execution result yet.
UnverifiedExecution Evidence Gap2026-07-01
2026-08-29
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