A few examples
of buildable agents.
Below, a few example agents we have built or can build for you — foundational ones reusable across industries, plus deeper specialists per vertical. Every card is a launch point for a 3-week first sprint.
This list is far from exhaustive — it illustrates the breadth of what's possible. Don't see your use case? That's expected: we build custom.
Cross-Vertical Agents
Reusable across every industry — the productivity backbone of an agentic enterprise.
Knowledge Assistant
RAG over Confluence, SharePoint, Notion, Drive — answers grounded in your sources with citations.
Email & Ticket Triage
Classifies, prioritizes, and routes inbound messages — with auto-replies on routine categories.
Meeting Summarizer
Transcribes calls, extracts decisions and action items, posts to project tools and notifies owners.
Document Extraction
Invoices, contracts, PDFs, forms → structured JSON, with validation rules and human-in-the-loop fallback.
HR Onboarding Buddy
Answers policy questions, walks new hires through paperwork, triggers SSO and equipment requests.
IT Helpdesk Agent
L1 ITSM automation — resets, account unlocks, software access — with safe-action policies and audit trail.
Compliance Watcher
Monitors regulatory feeds, summarizes changes, flags business impact and assigns follow-up tasks.
Dev Copilot
Internal coding agent grounded on your codebase — reviews, scaffolds, writes tests, drafts PRs under your guardrails.
CFO Office Agents
Where AI pays back fastest in large companies — AP, close, FP&A, audit. Plugged into your ERP.
AP / Invoice Automation
Extracts header and line items from supplier invoices, runs 3-way match (PO / GR / invoice), routes for approval and posts to the ERP. Handles exceptions with a clear escalation path.
Expense Reports & Policy Check
Reads receipts, categorizes spend, checks against your travel and expense policy, flags exceptions and routes for manager sign-off — with VAT pre-coded for reclaim.
13-Week Cash Flow Forecast
Rolls AR / AP / payroll / treasury signals into a continuously updated cash position with scenarios — FX-aware, entity-by-entity, with clear assumption logs.
Month-End Close Orchestrator
Drives the close checklist, runs account reconciliations, flags unposted journals and variance outliers, and produces an audit-ready trail of who-did-what-and-when.
Variance & FP&A Narratives
Compares actuals to budget and prior period across cost centers, drafts plain-language variance narratives, ties out to source data, surfaces drivers worth a question.
Collections & DSO
Prioritizes overdue receivables by risk and value, sends multilingual dunning sequences, tracks payment promises, escalates the cases your team should actually call.
Internal Controls & SOX Evidence
Tests journal-entry, segregation-of-duties and approval-chain controls continuously, collects evidence, drafts the control narratives your auditors ask for.
Board Pack & Reporting
Assembles the monthly board pack, drafts the MD&A and KPI commentary from ledger data — exports to PowerPoint, PDF, or your CPM tool, with traceable citations.
Treasury & FX Co-Pilot
Aggregates multi-bank balances, surfaces FX exposure by entity and currency pair, suggests hedge actions inside the treasury policy, drafts the dealing slips.
Vendor Intelligence
Consolidates spend by supplier, flags duplicate vendors and atypical pricing, tracks ESG and credit risk signals, drafts negotiation briefs for procurement.
Tax & VAT Compliance
Multi-jurisdiction VAT calculation, e-invoicing mandates (FR Factur-X, IT SDI, etc.), filing pre-checks — with a clear human checkpoint before submission.
ESG / CSRD Reporting
Gathers ESG data points across entities, maps to CSRD / ESRS data points, drafts the sustainability statement and flags reasonable-assurance gaps.
Healthcare Agents
Clinical-grade agents inside HDS-certified perimeters — sovereign by default, deployable on-prem.
Clinical Transcription Agent
Voice → structured clinical note. Sectionized, coded, ready to push to the EHR with practitioner sign-off.
Triage Decision Support
Symptom intake, severity scoring, recommended pathway — designed to assist, never replace clinician judgement.
Coding Agent (ICD-10 / CCAM)
Reads clinical notes, proposes diagnostic and procedure codes with confidence and rationale for the coder.
Patient FAQ & Pre-Visit
Answers patient questions in their language, collects history pre-appointment, books slots into the practitioner's calendar.
Discharge & Referral Letters
Drafts discharge summaries and referral letters from the chart, ready for clinician edit and signature.
Imaging Pre-Screening
Radiology and dermatology triage with multi-model ensemble — flags priority cases, never auto-diagnoses.
Multi-Model Medical Brain
OpenAI-compatible orchestrator (Amarena pattern): MedGemma for reasoning, BioMistral for fast extraction — one entry point.
Finance & Banking Agents
Sensitive data stays in your perimeter. Every decision auditable. Several already in production (EasyBourse, Paymium).
KYC Name-Match Agent
Paymium pattern — extracts names from incoming transfers, reasons over diacritics and aliases, decides validate / reject / escalate.
ID Document Verification
EasyBourse pattern — clean and crop the photo, vision-model extraction, then MRZ cross-validation. Verify, don't trust.
Transfer Reconciliation
Matches incoming flows to clients with semantic reasoning, not just string equality — 24/7 throughput.
AML & Suspicious Activity
Pattern detection across transactions, contextual reasoning over relationships, structured SAR-ready outputs.
Credit Risk Co-Pilot
Explainable scoring agent — aggregates structured and unstructured signals, justifies each factor in the decision.
Regulatory Reporting Agent
DORA, MiFID II, EMIR — assembles reports from source data, flags gaps, drafts narratives for compliance review.
Onboarding Orchestrator
End-to-end client onboarding — doc collection, ID checks, AML screening, account creation — with one human checkpoint.
Retail Agents
Customer-facing where it converts, internal where it scales — native plugs into POS, CRM, CMS, marketing stacks.
Personalized Recommendation
Context-aware product picks — basket, browse history, season, weather, stock — recomputed in real time.
Dynamic Pricing Agent
Competitor and demand-aware pricing decisions — rule-bounded, explainable, with safe-action policies.
Customer Service Agent
Multilingual, omnichannel, hands off cleanly to humans. Plugged into your CRM, order, and returns systems.
Inventory Forecasting
SKU-level demand prediction — integrates promotions, calendar, weather, and store-level signals.
Review & Sentiment
Reads VOC across channels — clusters themes, surfaces emerging issues, drafts replies for moderation.
Visual Merchandising
Image-based catalog ops — auto-tagging, background cleanup, on-brand description drafting at scale.
Returns Triage Agent
Categorizes returns, suggests restock-vs-refurbish-vs-discard, drafts the customer reply.
Manufacturing Agents
Run at the edge on factory hardware, bridge to SCADA, MES, ERP and historian data.
Predictive Maintenance
Reads IoT signals, forecasts failure windows, schedules interventions before downtime hits.
Visual Defect Detection
Edge-deployed vision agent for QC — flags defects in real time, learns continuously from operator feedback.
Operator Copilot
SOP retrieval, troubleshooting steps, alarm explanation — on a tablet at the line, in the operator's language.
Quality Control Anomaly
Anomaly detection on production telemetry — clusters root causes, suggests investigation paths.
Energy Optimization
Load shifting, peak shaving, demand response — with explicit production constraints in the loop.
SCADA / MES Bridge
Summarizes alarms, deduplicates events, escalates with context — reduces alert fatigue, keeps audit trails.
Digital Twin Companion
Sim-grounded Q&A on your line — "what if we changed feed-rate by 5%?" answered from twin state plus historian.
Transport & Logistics Agents
Real-time intelligence for fleets, routes, and customs — processed at the edge or in sovereign environments.
Route Optimization
Multi-stop optimization with hard constraints (windows, vehicle, driver hours) and soft preferences (priority, cost).
Fleet Monitoring Agent
Reads telematics → surfaces anomalies, predicts mechanical risk, triggers maintenance and driver coaching.
ETA Prediction
Multi-source ETA refinement combining traffic, weather, driver behavior, and customer-window pressure.
Driver Assistant
In-cab natural-language helper — hands-free queries on routes, deliveries, vehicle status, paperwork.
Customs Documentation
Auto-fills declarations, classifies HS codes, flags compliance risk before shipment hits the border.
Damage Assessment
Vision-based claims processing — photo upload → damage classification → cost estimate → pre-filled claim form.
Last-Mile Coordinator
Slot booking, dispatch decisions, recipient re-routing — orchestrates customer messages and driver instructions.
Don't see your use case?
This catalog is a starting point, not a menu. Bring us your real workflow — we scope a custom agent in a half-day workshop.
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