The right shortlist,out of thousands.
We design and build production AI systems that match, rank, predict and automate complex decisions.
- Where we work
- Talent
- Education
- Marketplaces
- Finance
- Operations
Built to keep running long after launch.
Prototypes are easy. We plan the whole path, from the decision you want to improve to the system that keeps improving it.
- 01
Frame the decision
We start with the decision your business needs to make better, and agree on what a good outcome looks like.
- 02
Prove it on your data
A working prototype on real data, evaluated against your current baseline, in weeks rather than quarters.
- 03
Ship the system
We build everything around the model: pipelines, APIs, guardrails and monitoring, integrated with your stack.
- 04
Keep it sharp
Models drift. We measure, retrain and improve so performance holds long after launch.
Four capabilities. One production mindset.
Every engagement ends with a system running in your stack, measured against the outcome it was built for.
Turn thousands of possible choices into the right shortlist — using your rules, data and outcomes.
- Retrieval
- Learning to rank
- Recommendation
Turn historical data into forecasts and scores your teams can act on with confidence.
- Forecasting
- Scoring
- Risk
Deploy agents that read, decide and act inside the workflows you already run.
- LLM agents
- Document intelligence
- Workflow automation
Take a model from prototype to a monitored, reliable service your business depends on.
- Pipelines
- Evaluation
- Observability
query → ranked resultsRetrieval
Query
senior data engineer, remote
1,240 in pool · top 5
- 1ID 12040.92
- 2ID 880.87
- 3ID 7310.81
- 4ID 120.74
- 5ID 5660.63
RetrievalLearning to rankRecommendation
Built on the data you already have.
Your best decisions already leave a trail across your systems. We connect that data and turn it into something your team can act on.
Some of the systems we connect to
Where it works.
The same building blocks, applied where a better decision changes the outcome.
- 01
Talent intelligence
Matching people to roles, and roles to people, from unstructured profiles.
- 02
Education
Recommending the right next step for every learner and every cohort.
- 03
Marketplaces
Ranking supply against demand as both change, minute by minute.
- 04
Finance
Scoring risk and forecasting outcomes with models you can explain.
- 05
Operations
Automating the routine decisions that slow experienced teams down.
A small team of senior engineers who own each project end to end.
ContactPathways is an applied AI studio. Every project is led by engineers who have shipped matching, ranking and forecasting systems into production, and what you get at the end is a running system rather than a slide deck.
Outcomes over demos
Success is measured on your metric, not on a benchmark.
Your data stays yours
Systems run in your infrastructure, under your control.
Systems you can operate
Documented, monitored and handed over to your team.
Tell us about the decision you want to improve.
- People
- Data
- Intelligence
- Real impact
A new system, an existing model that isn't performing, or a problem you're not sure AI can solve. A little context is enough to start.
You'll speak with an engineer, not a sales team.
// Your project
What decision do you want to improve, what data do you have, and where are you today?
// request
POST /api/contact
{
"name": "…",
"email": "…",
"message": "…"
}// response
{ "message": "Thank you. Your message has been sent. We'll reply by email." }Let's build the systembehind your next decision.
Tell us about the decision you want to improve. An engineer will reply within two working days.