Small parts. Any agent.
Every Attentions agent is assembled from smaller, reusable capability-agents. Combine these building blocks and you can automate almost any workflow.
26 blocks across 6 families6 production agent recipes
Get messy inputs into clean structure.
Start by reading the files, calls, images, scans, and records the workflow already depends on.
Any-format Extraction
Reads PDFs, scans, emails, spreadsheets, handwriting, images, even video frames, and turns them into clean structured data (OCR included).
The starting point for almost every agent.
Large-Volume Extraction & Q&A
Pulls answers out of millions of documents and lets anyone ask across all of them at once.
Powers artiGen; works on any large corpus.
Voice Transcription
Turns speech into accurate text, live or from a recording.
Behind Clinical Scribe and Patient Front Desk; works for any call or recording.
Voice Translation
Understands and replies across languages, spoken or written.
Lets Patient Front Desk answer in the caller's own language.
Speaker Identification
Separates who said what in a conversation.
Keeps doctor and patient, or agent and caller, cleanly attributed.
Make every input land in the right place.
Turn the raw material into named documents, notes, summaries, and work queues.
Document Classification & Segregation
Recognises what each document is and routes it to the right place.
Sorts mixed inboxes, claim packs, and tender bundles automatically.
Conversation-to-Notes
Turns a conversation into a structured record, like a SOAP clinical note.
Anywhere talk needs to become a record.
Document Summarisation
Turns long documents into short, faithful summaries.
Contracts, tenders, reports, case files.
Connect records, evidence, and relationships.
Compare documents, find reused assets, and reveal links across entities, claims, parts, and people.
Checks whether two or more documents agree, field by field, with tolerance rules. Invoice three-way match, voucher six-way match, any 'do these agree?' check.
Finds duplicate and near-duplicate documents and reused text. Catches an invoice number reused with a different total.
Finds reused, altered, or duplicate images down to a pixel-hash. Catches a damage photo reused across different warranty claims.
Links documents, images, and video together across a whole portfolio at scale. Connects claims, parties, parts, and photos so a fraud reused across six dealers becomes visible.
Builds a map of everything and how it all connects. The graph behind warranty fraud detection; works for any linked data.
Apply policy before the answer becomes action.
Gate every output with deterministic rules, scoring, anomaly checks, and ranked evidence.
Rule & Tolerance Checks
Business rules that gate every answer before it is final.
The engine that keeps agents deterministic, and the reason they don't make things up.
Anomaly & Fraud Detection
Flags the records that don't fit policy or history.
Claims, transactions, expenses, quality data.
Confidence Scoring
Labels every output as solid or shaky, so no one acts on a soft number.
The trust score behind Defect Intelligence; useful on any decision.
Report Intelligence
Turns piles of free-text reports into ranked, comparable insight.
Defect reports, complaints, incidents, tickets.
Spec & BOQ Parsing
Reads very long line-item documents into clean, comparable lists.
Bills of quantities, tenders, contracts, catalogues.
Let people ask naturally, then move the work forward.
Expose the agent in plain English and connect it to the systems that complete the workflow.
Plain-English Q&A
Ask any agent a question in normal words and get a sourced answer.
The friendly front door on every agent.
Private Document Chat
A private ChatGPT over your own corpus, on your own infrastructure.
The heart of artiGen; also powers Patient Front Desk.
Real-time Lookup & Eligibility
Checks live against your systems before acting, like an insurance eligibility check.
Any check-before-you-act step.
System Posting & Actions
Writes results into your systems and takes the next step, whether that's to book, reschedule, route, or draft the reply.
Finance systems, EMR, practice software, with no rip-and-replace.
Connector Framework
Plugs into the tools you already run, with new sources added in days, not quarters.
Drive, SharePoint, ERP, EMR, Slack, email, databases.
Make every answer private, permission-aware, and auditable.
Prove where every answer came from, who could see it, and where the data stayed.
Source Citation & Audit Trail
Links every answer to its exact source, with a tamper-evident log.
On every agent; regulator-ready.
Access & Permission Inheritance
Respects who's allowed to see what. If you can't see it in the source system, you can't see it through the agent.
RBAC and SSO across every agent.
Sovereign Deployment
Runs on your own servers or private cloud; your data never leaves.
Every agent, by design.
Six blocks become one agent.
Two real recipes from the catalogue above, composed into agents that run in production today.
Proven once. Reused everywhere.
Each block is hardened in production, then reused, so your tenth agent ships faster and cheaper than your first.
Got a workflow that isn't on our agent list?
Describe it. There's a good chance we can compose it from the proven blocks on this page.