By Service

When no tool fits, we build the system.

Some problems do not fit a dashboard or a workflow tool: a research engine over proprietary data, an internal application your operations run on, an AI feature inside your product. We design and build those systems properly (Python, FastAPI, Node.js, PostgreSQL, AWS or GCP) with Claude Code accelerating the build and our engineers owning architecture, security and testing.

Your cloud accounts, your repositories, your data. We build it; you own it, documented.

The challenge

When no off-the-shelf tool fits, we engineer the system around the business.

Some problems do not fit a dashboard or a workflow tool: a research engine over proprietary data, an internal application your operations run on, an AI feature inside your product. We design and build those systems properly (Python, FastAPI, Node.js, PostgreSQL, AWS or GCP) with Claude Code accelerating the build and our engineers owning architecture, security and testing.

No off-the-shelf tool fits

The workflow is yours alone, and every SaaS product forces it into someone else's shape.

Custom builds priced in quarters

Traditional agency quotes made bespoke software a non-starter.

Prototypes that cannot ship

The proof-of-concept worked; nobody engineered the auth, retries and monitoring behind it.

Data too big for spreadsheets

Research, scoring and enrichment jobs that need real pipelines and real compute.

Engineering time is spoken for

Your product roadmap wins every argument, so internal tools never get built.

AI features stuck in a backlog

The assistant, the scoring model, the RAG search — planned every quarter, shipped never.

What we build

Engineered around the business, not the tool

Internal applications, AI features, research engines and the backend underneath, built properly: tested, secured, monitored and documented.

Internal tools & data applications

The applications your team wishes existed: admin panels, approval consoles, operational dashboards with write-back, scoring and review queues, built around your workflow instead of forcing your workflow around a SaaS tool.

  • Internal web applications
  • Admin and approval consoles
  • Custom analytics applications
  • React and Next.js where a UI is needed

AI assistants & product features

AI capabilities built into your product or operations: assistants grounded in your own documents and data, persistent memory that survives the conversation, and RAG systems that answer from your knowledge, with sources shown.

  • RAG over your own content
  • Persistent memory and context
  • Claude, OpenAI and Gemini APIs
  • Vector search with pgvector or Pinecone

Research, enrichment & scoring engines

Systems that combine real-world data, APIs and custom logic with AI classification, not a prompt wrapper: product and market research engines, entity and property data enrichment, lead intelligence, and opportunity scoring built on your own criteria.

  • Multi-source data collection
  • AI classification and extraction at scale
  • Custom scoring algorithms
  • Trend and anomaly detection

Backend services & APIs

The reliable server side underneath it all: APIs, webhooks, queues and background jobs that integrate your systems and survive production traffic, written to be maintained, not just demoed.

  • Python, FastAPI and Node.js
  • REST, GraphQL and webhooks
  • OAuth and secure authentication
  • PostgreSQL, Supabase and MongoDB

Cloud, security & operations

Deployed and operated properly: your own AWS or GCP accounts, Docker where it helps, secrets managed correctly, monitoring and error logging from day one, and documentation so you are never dependent on us.

  • AWS and Google Cloud deployment
  • Docker and CI/CD
  • Role-based access and audit trails
  • Monitoring, logging and alerting

Built with Claude Code

Claude Code is how our engineers work: it reads existing codebases, writes and reviews integration code, and takes the repetitive work out of delivery. It is why custom systems we would once have quoted in quarters now land in weeks, while architecture, security and testing stay with our engineers.

  • Faster delivery on custom work
  • Existing codebases understood, not rewritten
  • Engineer-reviewed, tested code
  • You own the code and the repo

Your cloud accounts, your repositories, your data. We build it; you own it, documented.

What changes

What changes when the system fits the business

Software shaped around your workflow, delivered at a pace that used to be impossible for custom work.

Tools your team actually uses

Built around the real workflow: queues, approvals, write-back, the lot.

AI grounded in your data

Assistants and features that answer from your content, with sources shown.

Proprietary intelligence

Research and scoring engines on your criteria — an edge nobody can subscribe to.

Engineering, not improvisation

Tested, secured, version-controlled code with monitoring from day one.

Weeks, not quarters

Claude Code accelerates the build; our engineers own the architecture.

Yours, completely

Your accounts, your repo, your documentation. No dependency on us.

Built around your business

Solutions built for your industry

Every industry has different challenges. We build data, reporting, automation and AI solutions that fit the way your business operates.

Marketing Agencies

Automate client reporting, prove attribution and monitor every account without the manual grind.

  • Multi-client reporting automation
  • Cross-channel attribution
  • Tracking QA across the book
  • AI-drafted client commentary
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Ecommerce & DTC

Connect store, marketplace, ad and finance data to see true profitability and reliable tracking.

  • Contribution margin by SKU
  • Server-side conversion tracking
  • Marketing tied to revenue
  • AI margin and stock alerts
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Retail

Bring together sell-through, margins, locations and marketing across every channel.

  • Sell-through by channel
  • Product and category margins
  • Retail and wholesale in one view
  • AI demand forecasting
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Franchise

Compare every location on consistent numbers, with AI reading the weekly review.

  • Location scorecards
  • Standardized KPIs
  • Roll-up and drill-down
  • Underperformance alerts
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SaaS

Connect product, marketing, sales and billing into clear growth metrics, plus custom AI features.

  • MRR and ARR reporting
  • Activation and churn analytics
  • CAC against LTV
  • AI agents and internal tools
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Professional Services

Automate intake to invoice and make the firm's knowledge searchable, with approvals throughout.

  • Intake and proposal automation
  • Utilization and pipeline reporting
  • AI speed-to-lead follow-up
  • Knowledge assistants with sources
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Legal Services

Document intelligence, intake automation and clean matter reporting, handled confidentially.

  • Document classification and extraction
  • Client intake automation
  • Matter and revenue reporting
  • Assistants grounded in your precedents
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Healthcare

Operational reporting and careful automation for clinics and multi-site practices.

  • Booking and utilization reporting
  • Multi-site scorecards
  • Payroll automation with approvals
  • Patient acquisition ROI
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Getting started

A simple, low-risk way to get started

Three clear steps to working together, backed by commitments that keep the risk on us, not you.

  1. Step 1 We understand the problem and design the system We learn your goals, systems, and the questions you need answered.
  2. Step 2 We build it, and prove it works Tracking, dashboards, automation or AI, built to fit your business.
  3. Step 3 We deploy, monitor and keep improving it We keep improving it as your business grows and your questions change.
A no-risk way to start

We remove the risk of getting started so the decision is easy. Here is our commitment to you:

  • Free first consultationA practical working session about your data, workflows and AI opportunities, not a sales pitch. If we are not the right fit, we will say so.
  • Clearly scoped first projectWe agree on the deliverable, timeline, and price up front. No open-ended retainer required to begin.
  • You own everythingEvery pipeline, dashboard, workflow and agent we build is yours: your accounts, your code, documented, with no lock-in.
  • No long-term contract to startBegin with one focused engagement. Continue only if the results earn it.