Outcome cluster

AI-Native Knowledge & Insight.

Retrieval, evaluation, and decision-support systems built AI-native.

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

Start an AI Project →See engagements by industry

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 knowledge layer: retrieval architecture, evaluation harness, decision dashboards, executive reporting, and product-ops insight systems. Source-grounded answers with citations, labelled test sets, weekly accuracy reports.

Outcomes we target

Time-to-insight from days to minutes

Decision cycle compressed 50-80%

Knowledge freshness lifted to <30 days

Repeated-question volume cut 40-60%

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

$22k–$30k

7-10 weeks

Phase 3 · Run

$3k–$5k / mo

optional, hourly bank also available

~$34k–$60k typical year 1 (60% take the run option for ~6 months)

Selected portfolio

Real knowledge & insight engagements

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

Q1 2026

AI pricing system for startup founders — 9-step foundation + personalised AI brain

Founder-led pricing-strategy AI SaaS · DACH

First AI-powered pricing platform for startup founders. Structured 9-step pricing-foundation flow (product, customers, competition, costs, boundaries, model, strategy), personalised AI brain that learns from each business over time, two subscription tiers with money-back guarantee. Built end-to-end including billing, AI orchestration, and onboarding.

Next.js + TypeScript
Multi-LLM orchestration
Subscription billing

Q2 2026

Authenticated remote voting platform — AGM resolutions, audit trail, EN/AR bilingual

Mid-market property operator · GCC region

Purpose-built e-voting system: per-unit cryptographic authentication, AGM resolution console for admins, real-time tally, full per-vote audit log. Federated identity with the OA management platform so owners use one login. Bilingual EN/AR from day one.

Next.js + tRPC
Per-unit auth + audit trail
Bilingual EN/AR (next-intl)

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

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 knowledge & insight engagement. Node names adapt to your stack during Discovery.

Reference architecture for the knowledge insight 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.

Knowledge & Insight engagements by industry

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

Filter by company size:

27 engagements

Airlines

Executive Reporting

give leadership clearer operating visibility with less manual reporting for airlines.

Airports

Training and Enablement

make teams productive faster with adaptive learning for airports.

Airports

Executive Reporting

give leadership clearer operating visibility with less manual reporting for airports.

Travel Agencies

Executive Reporting

give leadership clearer operating visibility with less manual reporting for travel agencies.

Banking

Knowledge Management

make institutional knowledge searchable and actionable for banking.

Healthcare Providers

Knowledge Management

make institutional knowledge searchable and actionable for healthcare providers.

Pharmaceuticals

Knowledge Management

make institutional knowledge searchable and actionable for pharmaceuticals.

Biotechnology

Knowledge Management

make institutional knowledge searchable and actionable for biotechnology.

Retail

Data Analytics

turn raw data into faster operational decisions for retail.

Construction

Knowledge Management

make institutional knowledge searchable and actionable for construction.

Construction

Data Analytics

turn raw data into faster operational decisions for construction.

Construction

Executive Reporting

give leadership clearer operating visibility with less manual reporting for construction.

Real Estate

Knowledge Management

make institutional knowledge searchable and actionable for real estate.

Real Estate

Data Analytics

turn raw data into faster operational decisions for real estate.

Real Estate

Executive Reporting

give leadership clearer operating visibility with less manual reporting for real estate.

Logistics

Executive Reporting

give leadership clearer operating visibility with less manual reporting for logistics.

SaaS

Knowledge Management

make institutional knowledge searchable and actionable for saas.

SaaS

Data Analytics

turn raw data into faster operational decisions for saas.

SaaS

Executive Reporting

give leadership clearer operating visibility with less manual reporting for saas.

Legal Services

Knowledge Management

make institutional knowledge searchable and actionable for legal services.

Accounting

Knowledge Management

make institutional knowledge searchable and actionable for accounting.

Consulting

Knowledge Management

make institutional knowledge searchable and actionable for consulting.

Consulting

Data Analytics

turn raw data into faster operational decisions for consulting.

Consulting

Executive Reporting

give leadership clearer operating visibility with less manual reporting for consulting.

Marketing Agencies

Knowledge Management

make institutional knowledge searchable and actionable for marketing agencies.

Government Services

Executive Reporting

give leadership clearer operating visibility with less manual reporting for government services.

Nonprofits

Executive Reporting

give leadership clearer operating visibility with less manual reporting for nonprofits.

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

Other outcome clusters

Revenue & Growth Operations & Throughput Risk & Compliance Customer Experience

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Start the engagement

Start a Knowledge & Insight 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.

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