— SQL ROOMS

SQL over everything your agents ever did.

Each team gets a governed workspace for DuckDB SQL over the captured record: rooms, saved queries and drafts, typed parameters, durable runs, stored results, charts, CSV export, history, sharing and revision restore. Save a query as a report source and put it on a schedule. Re-run against the latest data or the exact recorded snapshot.

ICEBERG ANALYTICS · SQL ROOMS
SQL rooms with DuckDB execution settings and enforcement mechanisms
DASHBOARDS
Token & cost
Usage by project, model, and time period, grounded in OpenTelemetry ingestion for ground-truth token accounting — with anomaly detection and budget alerts before spend runs away.
Quality & productivity
Retrieval hit ratios, memory review throughput, gate decisions by outcome, blocked and destructive attempts — signals from what actually executed, not what a transcript implies.
Model insights
Response latency, refusal rates, and per-model token economics across Anthropic, OpenAI, Google, and OpenRouter — compared on the same governed workload.
A SAVED QUERY
-- Slowest agent tools this week
SELECT tool_name,
       count(*)                                   AS calls,
       quantile_cont(execution_time_ms, 0.95)     AS p95_ms,
       avg(CASE WHEN success THEN 1 ELSE 0 END)   AS success_rate
FROM lore.message_tool_calls
WHERE created_at >= now() - INTERVAL 7 DAY
GROUP BY tool_name
ORDER BY p95_ms DESC
LIMIT 10;
As-of reads, not reconstructions
Iceberg snapshots make "what did we believe then" an ordinary query — the same bi-temporal discipline as the memory record.
Redacted before it lands
Sensitive content is redacted by policy before entering long-term analytical storage.
EXPORTS & ACCESS
BI-tool ready
Standard SQL over Iceberg tables — connect the analytics stack you already run.
Scheduled reports & alerts
Recurring exports and threshold alerts on spend, anomalies, and gate outcomes.
SIEM export
Gate decisions and safety findings stream to your security operations tooling, signed.
REPORT CATALOG

51 built-in reports.

Token cost by model, agent execution, State Bridge adoption, developer activity, session health, velocity and DORA metrics. Every report is a saved SQL Rooms query you can open, change and schedule.

REPORT · TOKEN USAGE AND COST
Token usage and cost report
REPORT SCHEDULES
Report schedules with saved schedules and a create schedule form

Answers with provenance.

View sample dashboards See the benchmarks
Lore
Context is all you need.
Built by Neurabyte.
Also from Neurabyte: Cupel
Lore's core mechanisms are patent-pending. Product names are trademarks of their respective owners; listing an integration doesn't imply a partnership.
© 2026 NEURABYTE INC.