Autonomous Multi-Agent
Forensic Intelligence
AICUBED orchestrates a network of specialised AI agents that transform messy documents into structured data, verified evidence, and defensible insights — with full lineage and transparent logic.
Agentic Forensic Document Intelligence.
Most AI tools extract text. AICUBED deploys autonomous agents that collaborate, verify each other's work, and produce evidence-grade outputs.
Each agent performs a specialised forensic task — from triage to extraction to reconciliation — and the platform orchestrates them into a single, transparent pipeline.
This is intelligence that acts, not just analyses.
The AICUBED Platform.
A multi-agent orchestration layer powering vertical products across property, finance, legal, and compliance.
Triage Agent
Identifies document boundaries and fragments.
OCR Agent
Rescans and enhances degraded PDFs.
Extraction Agent
Produces schema-validated structured data.
Deduplication Agents
Detect duplicates across batches and years.
Integrity Agent
Performs financial consistency checks.
Reconciliation Agent
Aligns transactions with ledgers and TBs.
Reporting Agent
Generates evidence-grade forensic outputs.
Each agent is autonomous.
The platform is the conductor — coordinating, verifying, and exposing every step.
Multi-Agent Forensic Intelligence for Service Charges.
Ath3na is the first platform built on AICUBED's agentic engine — designed for property managers, RTM/RMC boards, housing associations, and legal teams.
- Parses invoices, utility bills, statements, and ledgers
- Detects duplicates, wrong-period costs, and misallocations
- Flags s.20B breaches, accrual failures, and missing evidence
- Reconciles transactions to the Trial Balance
- Produces evidence-grade forensic reports
- Provides full lineage and transparent calculation trails
- Runs on local LLMs for data sovereignty, or cloud for speed and scale
Ath3na gives buildings a single source of forensic truth.
live capture · ath3na lineage view · 887 documents · £855k flagged
A fully autonomous, multi-agent forensic pipeline.
- 01
Triage Agent
Splits bundles, identifies fragments, prepares the workflow.
- 02
OCR Agent
Enhances and rescans documents for maximum extraction accuracy.
- 03
Extraction Agent
Produces structured JSON with strict schema validation.
- 04
Deduplication Agents
Hash-based, variance-based, and signature-based duplicate detection.
- 05
Integrity Agent
Performs financial consistency checks and anomaly scoring.
- 06
Normalization Agent
Cleans, standardises, and prepares data for commit.
- 07
Reporting Agent
Generates lineage-rich, evidence-grade forensic outputs.
This is agentic orchestration, not a single model guessing.
Local for sovereignty.
Cloud for scale.
Every agent in the pipeline can be routed independently — keep sensitive triage and extraction on a local LLM behind your firewall, then burst reasoning-heavy steps to the cloud when speed and the strongest models matter.
Sovereign
Run the full agent stack on-premise or in your own VPC. Documents and embeddings never leave your boundary.
- Air-gapped or self-hosted
- Open-weight models (Llama, Qwen, Mistral)
- Built for regulated, evidential, or classified workloads
- Data residency & sovereignty by default
Scale
Burst to frontier models when speed, throughput, and the sharpest reasoning matter most.
- Frontier model routing (GPT, Gemini, Claude)
- Elastic concurrency for bulk batches
- Lowest latency on long-context reasoning
- Same lineage, same schema, same agents
Hybrid by design.
Mix and match per agent, per tenant, per document class. The orchestration layer abstracts the model — your pipeline, lineage, and schemas stay identical.
Built for teams where documents decide outcomes.
Managing Agents
Automate document processing, reconciliation, and compliance-aligned verification.
RTM & RMC Boards
Gain transparency, detect mismanagement, and prepare evidence-grade reports.
Housing Associations & Local Authorities
Process thousands of documents with full lineage and defensible outputs.
Law Firms
Generate bundles, schedules, reconciliations, and structured evidence.
Accountants & Finance Teams
Turn documents into structured ledgers with transparent logic trails.
SMEs
Automate bookkeeping, AP workflows, and compliance-aligned checks.
Built for environments where accuracy is non-negotiable.
AICUBED doesn't just process documents.
It proves them.
- 01Autonomous multi-agent orchestration
- 02Deterministic, schema-validated outputs
- 03Transparent calculation trails
- 04Full lineage and defensibility
- 05Compliance-aligned verification
- 06Designed for high-stakes, document-heavy workflows
- 07Local or cloud LLMs — sovereignty when you need it, scale when you don't
AI that collaborates, verifies, and explains.
We believe the future belongs to orchestrated AI agents — systems that work together, challenge each other, and produce defensible outputs you can trust.
AICUBED builds autonomous platforms that expose errors, eliminate waste, and give people control over the processes that govern their lives and businesses.
Ath3na is the first. More platforms are coming.