The reusable AI capabilities behind every workflow

Every workflow in our catalog is powered by one or more of these building blocks — built and maintained by our team, reused across workflows wherever the same capability applies.

Knowledge Q&A Agent

Extend

Natural-language search and retrieval over documents, manuals, and knowledge repositories, returning grounded answers with source citations.

Used by 4 workflows

Expert Routing & Escalation Agent

Extend

Matches a query or issue to the right subject-matter expert and initiates contact, capturing the exchange to improve the knowledge base over time.

Used by 3 workflows

Document, Report & Dashboard Generation Agent

Extend

Drafts structured narrative documents, summaries, and status views from operational context — briefs, shift reports, activity summaries, variance reports.

Used by 5 workflows

Structured Form & Checklist Assistant Agent

Extend

Guides a user through structured completion forms and checklists, and converts freeform voice/handwritten notes into structured, compliant records.

Used by 4 workflows

Visual/Photo Recognition Agent

Build

Identifies parts and components from a photo, returning part number, description, compatibility, and reorder path.

Used by 3 workflows

Root Cause Analysis Agent

Build

Cross-correlates sensor, maintenance, and production data to generate ranked root-cause hypotheses with supporting evidence and a confidence level.

Used by 2 workflows

Predictive ML Scoring Agent

Build

Applies machine learning models to historical and real-time data to produce probability scores and forecasts — failure risk, demand, or opportunity potential.

Used by 1 workflow

Structured Data Q&A Agent

Build

Conversational natural-language analytics over live structured data — production metrics, quality records, or transactional databases.

Used by 4 workflows

Proactive Monitoring & Alerting Agent

Build

Continuously watches telemetry, thresholds, and deadlines, pushing proactive notifications to the responsible role the moment a limit is breached.

Used by 5 workflows

Work Order & Ticket Automation Agent

Build

Autonomously creates and dispatches work orders or service tickets in CMMS/EAM systems when a triggering condition is met.

Used by 1 workflow

Supplier & Inventory Coordination Agent

Extend

Tracks parts and material inventory against demand, drafting supplier inquiries and reorder requests when stock falls below safety thresholds.

Used by 3 workflows

Recommendation & Upsell Advisor Agent

Extend

Analyzes context to recommend the next best action — process improvements, upgrade/upsell opportunities, or contract revisions.

Used by 3 workflows

Risk & Compliance Classification Agent

Build

Classifies and triages content against risk categories, standards, or compliance rules — contract clauses, incident severity, or invoice errors.

Used by 3 workflows

Scheduling & Optimization Agent

Build

Optimizes schedules and plans across competing constraints — production capacity, maintenance windows, and margin contribution.

Used by 2 workflows

Conversational Design Configurator Agent

Build

Multi-turn conversational interface that translates customer needs into structured technical specifications and refines a design interactively.

Used by 1 workflow

Generative CAD/Prototype Agent

Build

Generates preliminary 3D CAD models or concept sketches from a specification or engineering brief.

Used by 2 workflows

Document Intelligence Extraction Agent

Build

Extracts structured fields from unstructured documents — invoices, forms, scanned notes — using document intelligence.

Used by 3 workflows

Trend & Market Intelligence Agent

Extend

Aggregates internal and external trend signals — research, discussions, patent filings, competitor launches — and maps them to opportunities.

Used by 2 workflows

Forecast Aggregation Agent

Extend

Pulls and consolidates forecasts and cross-functional feedback from multiple teams and systems into a single working view.

Used by 1 workflow

Customer Feedback & Sentiment Analysis Agent

Extend

Analyzes customer and field feedback to surface sentiment trends, recurring pain points, and feature requests.

Used by 1 workflow

Need a capability that isn't here? We build custom agents against your own systems and data.

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