Workflow automation
We replace repetitive operational work with reliable automations, integrations, checks, and human review points.
Remote technical & AI partner
AI systems and workflow automation for companies that run on software but don't sell it.
We help operational teams turn expert knowledge, messy data, and repetitive work into reliable internal tools, automations, dashboards, and AI-enabled systems - built around how the business actually works.
Fully remote · async-friendly across time zones · B2B invoicing via US LLC
Who we are
We're a small team of senior engineers. We've spent years building and running production software for enterprises and growing companies - backend systems, cloud infrastructure, data pipelines, and, more recently, applied AI in real operations.
We work as the technical partner for businesses whose product isn't software, but who depend on it every day. You get senior people you can rely on, and a direct relationship - not an account manager and a ticket queue - without the cost of building an in-house tech team.
Good fit when your team has
The pattern is usually the same: important work is already happening, but it is trapped in spreadsheets, inboxes, PDFs, legacy tools, or people's heads.
- Software the business depends on daily - portals, bookings, records, dashboards - but no one technical looking after it.
- Manual spreadsheet, email, PDF, or reporting work that quietly wastes hours every week.
- Data feeds, expert rules, documents, or legacy scripts that need to become usable systems.
- An AI idea that needs pragmatic engineering, guardrails, and real integration - not hype.
- A business that never fully digitized - work still living in paper, spreadsheets, and people's heads - that you want turned into something organized and usable.
What we do
We build the software around the operation: the workflows, data, checks, approvals, and AI support that make daily work faster and more reliable.
Applied AI for operations
We use AI models where they actually fit: document processing, summaries, triage, extraction, decision support, and internal assistants - with proper guardrails.
Dashboards & admin tools
We build lightweight web tools that make data, tasks, approvals, and operational status easy to see and manage.
Data pipelines & reporting
We turn scattered files, APIs, forms, and databases into usable data flows, reports, and client-facing outputs.
Existing product support
We improve the tools, portals, and workflows where software matters to the business but isn't the business itself.
Fractional technical partner
We translate business problems into technical plans, prototypes, and working systems, without adding management overhead.
Recent work
A sense of what applied AI looks like when it's real rather than a pitch.
Onboarding AI assistant for a complex product
For an application where getting new customers through a long, multi-step setup is critical to conversion, we built an AI assistant that guides each customer through the whole flow - answering questions, keeping them moving, and reducing drop-off at the steps where people usually get stuck.
Knowledge assistant over internal documents
For organizations sitting on heavy documentation, reports, policies, and data, we built an AI assistant that searches the material and answers specific questions with references back to the sources - so people get accurate answers from their own knowledge instead of digging through folders and files.
Behind both: the unglamorous engineering that makes AI trustworthy in production - clean data, guardrails, human review where it matters, and proper integration with the systems already in use.
Built for practical, operational work
How we work
We start with the work itself, then build the simplest system that can hold up in daily use.
Map the work
We talk to the people doing the job, look at the current tools, and find the costly manual steps.
Design the simplest system
Automation, internal tool, AI workflow, data pipeline, or a mix - whatever solves it with the least complexity.
Build and integrate
We ship useful increments that connect to real data, real approvals, and real team routines.
Harden and hand over
Documentation, monitoring, and guardrails so the system keeps working through daily use.
Contact
Have an operational workflow that software or AI should improve?
Send a short description of the process, the team involved, and what currently takes too much time. We'll tell you honestly whether it looks like a fit and how we'd approach it.