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Firmbase

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Enterprise operations agentprivateVerified 2026-07-09

Agentic FP&A platform whose swarms of finance agents plan, forecast, and analyze on unified financial data, with a Model Integrity agent that finds and fixes data and modeling errors.

Firmbase is an agentic AI platform for financial planning and analysis, built in Tel Aviv. It uses swarms of AI agents to help finance teams plan, forecast, and analyze faster, unifying data from disparate systems into one workspace and letting anyone query it in natural language. A named Model Integrity agent continuously detects and fixes data and modeling errors and adapts to a team's workflows over time, so finance leaders can trust their numbers. The platform automates reporting, scenario planning, forecasting, variance analysis, and anomaly detection with explained root causes, and it serves not just FP&A but executives, revenue teams, and HR workforce planning. Firmbase reports that teams automate up to 80 percent of manual FP&A work, freeing time for strategic analysis. The company is Seed stage and led by founder Yuval Golan.

Vendor details

Canonical URL

https://www.firmbase.ai

Category

Enterprise operations agent

Funding status

Seed

Company status

private

Use cases & customers

Primary use cases

Forecasting and scenario planningAutomated variance analysis and reportingData and model error detectionNatural language financial analysis

Target customers

FP&A and finance teamsBusiness executivesRevenue and HR planning teams

Deployment options

Cloud (SaaS)

Integrations

Integrates across the finance tech stack with smart data mapping from disparate sources such as ERP, HRIS, payroll, and CRM, connecting business metrics into one platform.

Capability coverage

6.5 / 14 capabilities · 46%

Integrations & Tool Callingintegrates across the finance tech stack with smart data mapping from disparate sources such as ERP, HRIS, payroll, and CRM (firmbase.ai) Full
Workflow Orchestrationswarms of AI agents execute multi step FP&A workflows including forecasting, scenario planning, and reporting (firmbase.ai) Full
Knowledge Grounding & RAGnatural language querying grounded in the company's unified financial and operational data across systems (firmbase.ai) Full
Human Oversight & Guardrailsgenerates analysis, reports, and recommendations for finance teams to review and act on; formal approval guardrails are not detailed (firmbase.ai) Partial
Security, Identity & Governancehandles financial data on a cloud platform, but specific security certifications, access controls, or governance features are not documented in reviewed sources (firmbase.ai) Unable to verify
Observability & Auditabilityprovides anomaly detection, root cause explanations, and error identification with explainable outputs; agent action audit logging is not detailed (firmbase.ai) Partial
Memory & State Persistencethe Model Integrity agent learns and becomes increasingly tailored to the team's workflows over time; explicit session state persistence is not detailed (firmbase.ai) Partial
Deployment & Data Residencycloud SaaS only; no self host or data residency options are documented (firmbase.ai) Unable to verify
Prebuilt Agents / Templates / Packsprebuilt FP&A agents including the Model Integrity agent and workflow templates for planning, forecasting, and reporting (firmbase.ai) Full
Triggers & Channel Coverageagents run on real time data and surface factors as they change; the primary trigger is natural language queries, with broader event triggers not detailed (firmbase.ai) Partial
Model Flexibility & Routingbuilds on large foundation models; no user facing model choice or routing is documented (firmbase.ai) Unable to verify
APIs / SDKs / MCP Extensibilityintegrations exist, but a public API, SDK, or MCP is not documented (firmbase.ai) Unable to verify
Testing, Debugging & Optimizationthe Model Integrity agent detects and fixes data and modeling errors and improves over time; a formal agent evaluation framework is not detailed (firmbase.ai) Partial
Browser / Computer-useno browser or computer use capability documented (firmbase.ai) Unable to verify

Recent platform changes

No recent material changes tracked yet.

Pricing

Enterprise pricing; not publicly listed (demo led)

Enterprise engagements scoped to team size and connected systems; demo led.

Contact onlyMedium variable cost

Cost watchouts

Onboarding and data integration effort affect total cost; pricing requires a demo and sales conversation.

Variable cost rationale

Cost scales with team size, connected data sources, and agent usage; no public rate is available.

Sales call required

Yes — required for paid access

Free / trial

Book a demo; no public free tier.

Lowest paid plan

Not publicly listed.

Key ambiguities

No public pricing; engagements are demo led and custom scoped.

Verified 2026-07-09

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