Every enterprise.
Every workflow.
One AI workforce.

The central nervous system of the CAIBots platform. Routes intent to specialized sub-agents, manages context windows across multi-turn workflows, enforces policy guardrails, and handles graceful fallbacks. Every other agent runs through this core.

• Intelligent intent classification and sub-agent routing
• Shared memory and context handoffs across agent chains
• Prompt orchestration with CoT and retrieval injection
• Policy enforcement and guardrail application at every hop

Retrieval-Augmented Generation engine that grounds every LLM response in verified institutional data. Indexes document DBs, knowledge bases, operational streams, and CRM/ERP systems. Multi-source ranking ensures the most relevant context is always injected.

• Vector DB semantic search and multi-source retrieval
• Enterprise knowledge search with authority ranking
• LLM guardrails and hallucination filter layer
• Source attribution and retrieval audit trail

Intelligent model selection engine that routes each inference request to the optimal LLM — GPT-class, Claude, Llama, or proprietary fine-tuned — based on task type, latency requirement, cost ceiling, and compliance jurisdiction.

• Per-request model selection by task complexity and cost
• Compliance-aware routing (jurisdiction, data residency)
• Automated fallback to secondary model on failure
• Model risk scoring and performance monitoring

Full SR 11-7 model risk management compliance. Every inference is logged with prompt, output, model version, confidence score, and retrieval sources. Immutable audit trails ready for OCC, Fed, and FINRA examination within 24 hours of request.

• Immutable inference logs with full explainability metadata
• Automated model risk scoring and anomaly flagging
• SR 11-7 / OCC / FINRA ready audit export
• Hallucination rate monitoring and drift detection

Centralized enterprise identity federation with SAML 2.0, OIDC, and OAuth 2.0 integration. Per-client namespaced access scopes prevent any cross-contamination. Fine-grained RBAC down to the agent type, data source, and model class level.

• SAML/OIDC/OAuth 2.0 with Okta, AD, and Azure IdP
• Namespace-based tenant isolation across all clients
• RBAC per agent, data source, model, and output type
• Token quota enforcement and API rate limiting

Real-time observability dashboard across every agent deployment. Tracks cost-per-token metering by client, monitors inference latency percentiles, detects output quality degradation, and surfaces anomalies before they impact end users.

• Cost-per-token metering and per-client budget tracking
• Latency p50/p95/p99 monitoring across agent chains
• Output quality scoring and anomaly alerting
• Cross-client analytics and executive reporting

Automated transaction monitoring, entity resolution, and identity verification grounded in real-time AML/KYC data lakes. Surfaces risk signals across structured and unstructured data, generating regulatory-ready case files for compliance teams.

• Automated transaction pattern analysis and anomaly scoring
• Entity resolution across global sanctions databases
• Regulatory case file generation (SAR-ready)
• SR 11-7 / FinCEN / FATF compliant audit export

Real-time market intelligence grounded in live trading feeds, earnings transcripts, filings, and macro data streams. Surfaces actionable signals, summarizes material market events, and generates trade thesis documentation under <50ms inference.

• Real-time ingestion of market feeds and earnings transcripts
• Alpha signal extraction from unstructured filings and news
• Trade thesis documentation and risk factor summarization
• Pre-trade compliance check against portfolio mandates

Portfolio construction intelligence, regulatory compliance checking, and client communication drafting — grounded in live client positions, market data, and regulatory policy documents. Frees advisors to focus on relationships, not paperwork.

• Portfolio analytics and rebalancing recommendations
• Suitability and fiduciary compliance verification
• Client-ready report and proposal generation
• Regulatory change monitoring (SEC, FINRA, MiFID II)

Synthesizes credit, market, and model risk signals from multiple data sources into real-time executive summaries. Monitors risk appetite breaches, generates regulatory capital computations narratives, and drafts board-level risk committee materials.

• Model risk, credit risk, and market risk summarization
• Risk appetite breach monitoring and escalation
• Regulatory capital computation narrative generation
• Board and committee reporting automation

AI-powered document extraction, policy validation, and workflow routing for insurance claims. Generates structured, audit-ready outputs and integrates directly with claims management systems.

• Automatic data extraction from claims documents
• Policy term validation and compliance checking
• Discrepancy detection and priority flagging
• Seamless claims system and CRM integration

Catches errors and compliance gaps before they become costly problems. Automatically verifies completeness, flags discrepancies, generates checklists per document type, and tracks real-time document status.

• Completeness and accuracy verification at intake
• Automatic error and discrepancy detection
• Compliance checklist generation per doc type
• Document status tracking and automated reminders

Evidence-based clinical decision support grounded in clinical guidelines, drug databases, and institution-specific protocols. Surfaces relevant literature, flags drug interactions, and drafts clinical documentation — HIPAA-compliant on-premises.

• Clinical guideline retrieval grounded in current evidence
• Drug interaction and contraindication flagging
• Clinical note drafting from EHR context
• HIPAA-compliant on-prem VPC deployment

Captures every patient opportunity with automated omnichannel intake and intelligent scheduling. Handles inquiry routing, intake data collection, appointment booking, and reminder sequences without front-desk involvement.

• Omnichannel patient inquiry (phone, web, SMS, portal)
• Intelligent appointment scheduling and conflict resolution
• Automated intake data collection and EHR integration
• Reminder sequences and rescheduling automation

Accelerates early-stage drug discovery by mining molecular literature, patent databases, and clinical trial registries at scale. Generates structured hypothesis summaries, identifies target-indication opportunities, and surfaces contradictory evidence.

• Molecular literature mining across PubMed, ChEMBL, patents
• Target-indication opportunity identification and scoring
• Contradictory evidence flagging and confidence scoring
• Structured discovery report generation for research teams

Unified enterprise knowledge retrieval across SharePoint, Confluence, Google Drive, Slack, and proprietary document stores. Answers complex multi-hop questions with source-attributed responses, indexed nightly and always audit-traceable.

• Unified search across all enterprise knowledge sources
• Multi-hop question answering with source attribution
• Automatic knowledge gap identification and flagging
• Role-based access filtering on all retrieved content

Analyzes spend data, monitors vendor performance, identifies consolidation opportunities, and surfaces market pricing intelligence. Drafts RFP summaries, vendor comparison reports, and contract risk analyses automatically.

• Spend analysis and category savings identification
• Vendor performance monitoring and risk scoring
• Market pricing intelligence and benchmarking
• Contract risk analysis and RFP response summarization

Synthesizes performance data, competitive intelligence, market signals, and operational metrics into concise, actionable executive briefings. Delivers to inbox, Slack, or dashboard on a defined cadence — with source attribution for every claim.

• Multi-source synthesis: KPIs, market data, news, competitor signals
• Configurable briefing cadence (daily, weekly, ad-hoc)
• Natural language Q&A on top of briefing content
• Source attribution and confidence scoring on every insight

Responds to every inbound lead within 60 seconds, 24/7. Personalizes each response with ICP context, qualifies by budget and urgency, routes to the right rep, and logs everything to CRM — autonomously.

• 60-second response guarantee across all channels
• ICP-aware qualification and lead scoring
• Multi-channel: forms, email, SMS, CRM, chat
• Automated CRM logging and rep routing

Your 24/7 appointment setter that qualifies prospects and fills your calendar with zero commission, zero sick days, and zero timezone constraints. Integrates with Calendly, Google Calendar, HubSpot, and Salesforce natively.

• Instant response to all inbound leads, any channel
• Budget, urgency, and ICP-fit qualification
• Direct calendar booking and conflict management
• Automated multi-step follow-up sequences

Continuous competitive intelligence that identifies opportunities before your competition sees them. Delivers structured market briefs on a defined schedule with sourced, attributable insights — not just summaries.

• Continuous market and competitor monitoring
• Automated comp analysis and trend calculation
• Undervalued opportunity identification and flagging
• Daily/weekly intelligence reports (Slack, email, PDF)

Surfaces top talent faster with AI-powered resume scoring and candidate qualification. Autonomously manages initial screening outreach and schedules top-ranked interviews without HR involvement in routine steps.

• Automated resume review, scoring, and ranking
• Requirements-based candidate matching
• Initial screening outreach via email and SMS
• Interview scheduling and calendar coordination

Transforms maintenance request chaos into streamlined automated workflows. Coordinates tenants, vendors, and contractors with zero manual effort — including emergency triage and real-time stakeholder updates throughout.

• Multi-channel request intake (email, SMS, portal)
• Emergency vs. routine priority triage automation
• Smart vendor scheduling by location and availability
• Real-time status updates to all stakeholders

Automates routine customer inquiries about orders, tracking, and returns across every channel. Frees your support team for complex, high-value issues while customers get instant, accurate, empathetic responses.

• Multi-channel monitoring (email, SMS, chat, social)
• Instant order lookup and live tracking updates
• Automated return initiation and label generation
• Smart escalation to human support for edge cases