Work

Representative systems, clearly labeled.

Explore a recorded build and the architecture behind our example systems. Each entry identifies its scope as a demo or prototype.

Demo System01

Sales Operating System

Business problem

Lead information arrives through several channels and requires repeated manual research and CRM updates.

Original workflow

Sales staff copy lead data, search multiple sources, decide priority, draft follow-ups, and update reports.

Proposed system

A controlled pipeline captures, enriches, scores, routes, and prepares each opportunity for human review.

Integrations

CRM, email, enrichment providers, calendar, reporting database.

Human approval

A salesperson approves outreach and can override qualification before any message is sent.

Security

Least-privilege access, encrypted credentials, audit events, configurable retention.

Measurable success criteria

Completion rate, routing accuracy, CRM data quality, time from capture to reviewed opportunity.

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Prototype02

Customer Support Operating System

Business problem

Agents repeatedly search for answers while difficult cases are inconsistently routed.

Original workflow

Agents search a knowledge base, draft replies, ask teammates, tag tickets, and report issues manually.

Proposed system

A support layer retrieves grounded knowledge, drafts a cited response, detects risk, and routes exceptions.

Integrations

Help desk, knowledge base, identity provider, issue tracker, analytics.

Human approval

Agents always review customer-facing messages; sensitive or uncertain cases escalate automatically.

Security

Role-based retrieval, source-level permissions, PII minimization, quality evaluation logs.

Measurable success criteria

Grounding quality, correct escalation, agent acceptance rate, recurring issue visibility.

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Demo System03

Document Processing Operating System

Business problem

Important information is manually copied from inconsistent documents into downstream systems.

Original workflow

Staff open files, interpret fields, validate values, chase missing details, then re-enter approved data.

Proposed system

A document pipeline extracts, validates, flags uncertainty, requests review, and syncs clean records.

Integrations

Document storage, OCR, line-of-business database, notifications, downstream APIs.

Human approval

Low-confidence fields, policy exceptions, and final submissions require an authorized reviewer.

Security

Private object storage, file scanning, access controls, retention rules, minimal processing logs.

Measurable success criteria

Field validation rate, exception quality, reviewer completion, downstream record integrity.

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Prototype04

Operations Operating System

Business problem

Recurring work is coordinated through inboxes, spreadsheets, and individual memory.

Original workflow

Operators monitor triggers, create tasks, chase approvals, update trackers, and compile reports.

Proposed system

A central system coordinates tasks, decisions, alerts, exceptions, and operating metrics.

Integrations

Task management, messaging, databases, finance tools, internal APIs.

Human approval

Owners review financial, compliance, and irreversible actions before execution.

Security

Segregated roles, append-only audit trail, scoped connectors, monitored system actions.

Measurable success criteria

Workflow completion, exception resolution, approval traceability, data consistency.

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