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Outcome cluster

AI-Native Operations & Throughput.

Back-office and throughput workflows redesigned around AI as the operating layer.

Projects from $15k · Refundable 7 days · Kickoff within 5 days

Early access: we work with a small first cohort. Engagements are scoped, priced, and shipped end-to-end by our team — not referred to third parties.

What we build in this cluster

We design and ship the operating layer: back-office automation, finance workflows, supply chain, procurement, and the workflows your team runs every day. Built with governance from week one — versioned prompts, audit logs, reviewer queues.

Outcomes we target

Workflow throughput per operator × 3-5

Error rate cut 40-70% on repeatable steps

Cycle time compressed 50-80%

Operating cost per transaction down 30-50%

Pricing for this cluster

Three phases, billed separately. You commit one phase at a time.

Phase 1 · Discovery

$6k

2-week sprint

Phase 2 · Build

$20k–$28k

6-10 weeks

Phase 3 · Run

$2.5k–$4k / mo

optional, hourly bank also available

~$32k–$58k typical year 1 (60% take the run option for ~6 months)

Selected portfolio

Real operations & throughput engagements

A rotating selection of engagements where the primary value driver mapped to the operations & throughput cluster. Sector, scope, and stack are accurate; client identities are withheld under engagement NDAs.

Q2 2026

Internal staff portal — multi-association operations in role-based dashboards

Mid-market property operator · GCC region

Role-scoped portal for property managers, accountants, and maintenance staff. Reuses the OA data model from the management SaaS (zero duplication), adds multi-association switching, maintenance ticket lifecycle, financial reporting, and document storage tied to each association workspace.

  • Next.js + tRPC
  • NextAuth role-based access
  • Drizzle ORM shared schema

Q1 → Q2 2026

National legal marketplace — directory, bookings, legal tools, emergency contacts

Government-licensed legal services platform · GCC region

Ministry-licensed bilingual EN/AR platform: directory of certified lawyers, firms, mediators and arbitrators; multi-channel appointment booking (video, phone, in-office); free legal tools (court fees, deadlines, legal interest); police directory with map + hotlines; provider verification workspace; PDF document generation with QR-coded provenance.

  • Next.js 16 monorepo (Turborepo)
  • Bilingual EN/AR (next-intl)
  • Postmark + Web Push

Q3 2025

Radiology workflow application — case handling and reporting

Medical imaging operator · Europe

Application supporting radiology workflow: case intake, structured reporting, document handling, and quality-assurance loop. Designed for regulated medical-imaging context with audit trail and role-based access.

  • Web app + secure storage
  • Structured reporting
  • Audit-trail compliance

Client identities withheld under engagement NDAs. Sector, geography, and scope are accurate. Full case studies on request.

Reference architecture

The 4-layer AI-native workflow we ship in every operations & throughput engagement. Node names adapt to your stack during Discovery.

IntakeTicketsDocumentsRecordsEventsAI orchestrationClassifierRetrievalWorkflow routerActionSystem updatesDraftsSummariesEscalationsHuman reviewExceptionsApprovalsQA sampling
Reference architecture for the operations cluster — 4 layers from intake to human review. Each engagement adapts node names and integration points to your stack.

How we deliver

Phase 1 · Weeks 1–2

Discovery

We map the workflow, the systems, the decisions, and the baseline metrics. Output: a scoped statement of work.

Phase 2 · Weeks 2–4

Design

We design the operating model: data access, retrieval, prompts, review queues, controls, and the KPI dashboard.

Phase 3 · Weeks 4–8

Build

We ship a production thin slice on real data, with versioned prompts, evaluation harness, and human review.

Phase 4 · Weeks 8+

Run

We run the workflow with you weekly, expand into adjacent work, and report against baseline.

Operations & Throughput engagements by industry

33 scoped engagements across the industries with the strongest fit. Use the filter to narrow by company size.

Filter by company size:

33 engagements

Healthcare Providers

Finance Back Office

reduce manual finance work without losing control for healthcare providers.

Healthcare Providers

Document Processing

extract meaning from documents at scale for healthcare providers.

Pharmaceuticals

Finance Back Office

reduce manual finance work without losing control for pharmaceuticals.

Pharmaceuticals

Document Processing

extract meaning from documents at scale for pharmaceuticals.

Medical Devices

Document Processing

extract meaning from documents at scale for medical devices.

Biotechnology

Finance Back Office

reduce manual finance work without losing control for biotechnology.

Biotechnology

Document Processing

extract meaning from documents at scale for biotechnology.

Retail

Finance Back Office

reduce manual finance work without losing control for retail.

Retail

Document Processing

extract meaning from documents at scale for retail.

Automotive

Finance Back Office

reduce manual finance work without losing control for automotive.

Automotive

Document Processing

extract meaning from documents at scale for automotive.

Construction

Finance Back Office

reduce manual finance work without losing control for construction.

Construction

Document Processing

extract meaning from documents at scale for construction.

Real Estate

Finance Back Office

reduce manual finance work without losing control for real estate.

Real Estate

Procurement Automation

buy faster while improving supplier discipline for real estate.

Real Estate

Document Processing

extract meaning from documents at scale for real estate.

SaaS

Finance Back Office

reduce manual finance work without losing control for saas.

SaaS

Document Processing

extract meaning from documents at scale for saas.

SaaS

HR Employee Support

answer employee questions consistently and reduce HR ticket load for saas.

SaaS

Recruiting Operations

increase recruiter capacity without sacrificing candidate quality for saas.

Legal Services

Finance Back Office

reduce manual finance work without losing control for legal services.

Legal Services

Document Processing

extract meaning from documents at scale for legal services.

Accounting

Finance Back Office

reduce manual finance work without losing control for accounting.

Accounting

Document Processing

extract meaning from documents at scale for accounting.

Consulting

Finance Back Office

reduce manual finance work without losing control for consulting.

Consulting

Document Processing

extract meaning from documents at scale for consulting.

Consulting

HR Employee Support

answer employee questions consistently and reduce HR ticket load for consulting.

Consulting

Recruiting Operations

increase recruiter capacity without sacrificing candidate quality for consulting.

Marketing Agencies

Finance Back Office

reduce manual finance work without losing control for marketing agencies.

Marketing Agencies

Document Processing

extract meaning from documents at scale for marketing agencies.

Government Services

Finance Back Office

reduce manual finance work without losing control for government services.

Government Services

Document Processing

extract meaning from documents at scale for government services.

Nonprofits

Document Processing

extract meaning from documents at scale for nonprofits.

Filtering is a guideline based on typical fit, not a hard rule. We ship engagements at every company size.

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Start the engagement

Start a Operations & Throughput engagement

Tell us the workflow you want to attack first, the systems involved, and the KPI you want to move. We'll send a scoped statement of work within 5 business days.

Add detail for a sharper scope (optional)

Reply within 1 business day · Mutual NDA on request · No nurture sequence · Production guaranteed by week 7 or 50% back.