Software development and AI workflow company
We write the automation code, not just the templates
Most automation agencies stitch together off the shelf templates and hand you a flow you cannot read or fix. We build custom, code based automation, train language models on your data, and ship n8n implementations that you fully own.
Custom workflow coding
Code you own, not a template you rent
There is a real difference between configuring a SaaS template and writing automation code. A template works until your process steps outside the box the vendor imagined. Then you are stuck waiting for a feature, paying per task, or rebuilding the thing properly.
We write the actual logic. That means branching that matches how your business really decides, error handling for the cases that matter, and integrations that talk to your systems directly. When something changes, we change the code. You are never blocked by a plan tier or a missing connector.
- Logic that branches the way your team actually works, with rules you can read.
- Direct API integrations, so you are not limited to a vendor's connector list.
- Real error handling, retries, and alerts, so a failure is visible, not silent.
- Version controlled code in a repository you keep, so nothing is locked in a vendor account.
n8n implementations
Self hosted automation that scales without a per task bill
We build on n8n when a project needs visible, maintainable workflows without the metered pricing of hosted tools like Zapier or Make. n8n runs on your own infrastructure, so your data stays with you and a busy month does not produce a surprise invoice. Because n8n supports custom code nodes, we drop real JavaScript or Python in wherever a visual node is not enough, which means we are never limited to what a drag and drop builder allows.
Order to fulfillment routing
An incoming order triggers a flow that validates stock against a live inventory source, picks a warehouse by region, creates the shipment, and posts status back to the customer record. No human copy and paste between systems.
Document intake and extraction
PDFs and emails are parsed, key fields are pulled with a language model, the result is checked against business rules, and clean structured data lands in your database with a confidence score and a review queue for the edge cases.
Cross system sync
A CRM, a billing system, and a support desk are kept in agreement. When one changes, the others reconcile, with conflict rules you control rather than a black box mapping you cannot inspect.
Why n8n over a hosted SaaS builder: you control the data and the hosting, pricing does not scale with volume, custom code is a first class citizen, and the workflows are portable. You are buying a system you can grow, not a subscription you can outgrow.
LLM training and AI agents
Language models grounded in your business, not the open internet
A general model with a clever prompt is a demo. A model that knows your products, follows your policies, and takes safe actions inside your stack is a tool your team can rely on. We build the second kind. We handle the data preparation, the retrieval, the evaluation, and the guardrails, so accuracy is measured rather than assumed.
Retrieval augmented generation
We connect a model to your own documents, policies, and product data so answers are grounded in your content rather than guessed. We own the chunking, the embeddings, the vector store, and the retrieval logic, so accuracy is something we can measure and improve, not hope for.
Fine tuning
When a task is narrow and repeated, we fine tune a smaller model on your examples. The result is cheaper to run, faster, and more consistent than a general model with a long prompt. We keep the training data and the evaluation set so the model can be retrained as your work changes.
Custom agents
We build agents that take real actions inside your stack, call your APIs, fill your forms, and stop to ask a person when a step needs judgment. Each tool the agent can use is code we wrote and can audit, so behavior is predictable.
Where we have done this
Real workflows we have built
A sample of past work, with client names withheld. Each one started as a manual, error prone process and became code that runs on its own.
Mortgage workflow automation
We automated a loan pipeline that previously moved through five disconnected tools by hand. Application data is validated on intake, documents are classified and checked, status updates are pushed to borrowers, and the team works from one queue instead of five inboxes.
Manual handoffs cut to near zero across the intake stage
FBA inventory automation
For a distribution business we built inventory logic that watches sell through, forecasts reorder points, and prepares restock actions before stock runs short. The team stopped reacting to stockouts and started working from a forecast they can trust.
Reorder decisions moved from guesswork to a scheduled forecast
Facility management workflows
We replaced a spreadsheet and phone driven maintenance process with a coded workflow. Requests are triaged, routed to the right vendor by type and location, tracked to completion, and reported on, with reminders that fire on their own.
Request routing and follow up now run without a coordinator chasing them
Customer data sync and onboarding
We wired signups, billing, and support into one flow so a new customer is provisioned, billed, and welcomed without anyone touching three dashboards. New accounts reach a usable state in minutes instead of a manual checklist.
Onboarding steps consolidated into a single automated path
Why custom beats a template
A template is someone else's idea of your business
Template tools are good at the first ten percent and the demo. The problem is the last mile, the exceptions, the one rule that is specific to how you operate. That last mile is where the value is, and it is exactly where a template stops and a person has to step back in.
Custom code does not have that ceiling. We model the exceptions, not just the happy path. We test the workflow against the messy real inputs. And because the cost is in the build rather than per task, the economics improve as you grow instead of getting worse with every new run.
We are not against SaaS. We use hosted tools when they genuinely fit. The honest test we apply: if a template covers your process cleanly and will keep covering it, use it. The moment your process has real logic, real exceptions, or real volume, code is cheaper, clearer, and yours.
How we work
A clear path from process to running code
Discovery
We map the real process, including the parts that live in someone's head. We find where time is lost, where errors happen, and which steps actually need a person. You get a written process map and a short list of what is worth automating first.
Architect
We design the solution before we build it: the data model, the integrations, the failure handling, and where a human stays in the loop. You see the plan and the tradeoffs in plain language, not a surprise at the end.
Build
We write the code, the workflows, and the tests. We build in small pieces you can see working, so the project is never a long silence followed by a reveal. Everything we ship, you can read.
Handoff and maintain
We document what we built, hand over the repository and the credentials, and train your team. You can keep it in house from there, or keep us on for changes and monitoring. Either way you own the code.
Tell us the process that wastes the most time
We will tell you honestly whether it is worth automating, what it would take, and what it would save. No obligation, and no pressure to buy a template you do not need.