Everything required for AI search that actually ships to production.
Findola is not a model; it's the layer around the model — index, permissions, agents, observability, evals — built so your team can trust every answer.
Permission-preserving retrieval at scale.
ACLs from every source system are honored at query time, not index time. New permissions take effect within seconds — no full re-index, no leakage windows.
Used by every healthcare and financial-services customer in production today.
Cross-app entity resolution.
Customers, deals, tickets, repos and people unified across systems with a single canonical ID.
Cited answers.
Every claim links to its source. Confidence-scored. Findola abstains when retrieval is weak.
Planner · Executor · Verifier.
Multi-agent orchestration with bounded retries and escalation. Verifier model is independent of the executor to catch hallucinations before they reach the user.
Trace every step.
Per-request latency, cost, token usage, and tool calls — visible in the dashboard and exportable to your warehouse.
Golden datasets.
Bring your own evals; run on every prompt or model change before it ships.
PDFs, screenshots, voice.
Findola searches the original layout, not just OCR text.
Policy engine.
Allowlists, blocklists, budget caps, and two-person approval for sensitive actions.
A complete list of what ships today.
Categories below summarize the production feature set across the search, agent, admin, and analytics surfaces.
Search & retrieval
- · Hybrid BM25 + dense + late-interaction reranker
- · Per-document ACL enforcement
- · Incremental indexing via CDC
- · Multilingual embeddings
- · Layout-aware document parsing
- · Synonym & entity boosting
- · Query-aware filtering & faceting
Agentic workflows
- · Multi-agent planner / executor / verifier
- · Drag-and-drop workflow builder (V2)
- · Natural-language workflow authoring
- · Trigger, schedule, and conversation-based
- · Library of pre-built templates per vertical
- · Human-in-the-loop review UI
- · Long-term episodic memory per user & org
Admin & governance
- · SSO / SAML / SCIM via WorkOS
- · Role-based access control
- · Immutable audit log (SIEM export)
- · Connector management & OAuth scopes
- · Policy editor (allow / block / escalate)
- · Spend caps and budget alerts
- · Per-tenant KMS keys (BYOK)
Analytics
- · Per-workflow KPIs & ROI calculator
- · Per-user activity dashboards
- · Cohort adoption & stickiness
- · Drill-down to any agent action
- · Executive weekly digest (AI-generated)
- · Export to Snowflake / BigQuery / S3
Developer surface
- · REST + Webhook + MCP API
- · TypeScript & Python SDKs
- · Custom skill / tool registry
- · Eval harness (CI integration)
- · Sandboxed tool execution
- · Public-facing changelog & status page
Enterprise
- · Custom fine-tuned model per tenant
- · On-prem / VPC / BYOC deployment
- · Dedicated GPU pool, SLA-backed
- · Forward-deployed engineering team
- · Multi-region data residency
- · Industry compliance packs (HIPAA, FedRAMP, PCI, GxP)
See it on your own data.
Connect three apps and Findola will answer your first question in under ten minutes.