// Services
Four practices.
One outcome: production AI.
Every engagement is delivered by senior engineers — no junior bait-and-switch. We work in 4 to 12-week sprints, with weekly demos and clear eval gates between phases.
AI / ML Consulting & Strategy
We embed with your data leadership for 4-12 weeks to translate ambition into a roadmap with measurable ROI. From AI readiness audits to build-vs-buy frameworks to MLOps maturity assessments.
- AI Readiness & Capability Audit
- Use-case prioritization & business case modeling
- MLOps & data platform maturity assessment
- Build-vs-buy & vendor evaluation
- Hiring and team enablement plans
Custom ML Model Development
Production-grade models — not notebooks. Computer Vision, NLP, predictive analytics and recommendations, with eval suites and monitoring built in.
- Computer Vision: defect, OCR, video, edge
- NLP: classification, NER, semantic search
- Forecasting & demand planning
- Churn, propensity & fraud detection
- Recommender systems & ranking
Data Engineering & Analytics
The substrate AI runs on. Modern data stacks on Snowflake, Databricks, BigQuery — plus governance, lineage and self-serve BI dashboards that executives actually open.
- Lakehouse architecture & migrations
- dbt, Airflow, Dagster orchestration
- Real-time streaming (Kafka, Kinesis)
- Data governance, lineage, catalog
- Looker / Tableau / PowerBI dashboards
Generative AI & LLM Integration
We build retrieval-augmented systems, internal copilots and customer-facing agents on Claude, GPT-5, Gemini and open weights. With evals, guardrails and observability — not vibes.
- RAG over proprietary documents
- Agentic workflows & tool use
- Customer-support & sales copilots
- Model selection & cost optimization
- Eval harnesses, guardrails, red-teaming
// How we work
A repeatable, audit-ready delivery process.
1-2 weeks. Workshops, data audit, success metrics.
2-3 weeks. Architecture, model selection, eval plan.
4-12 weeks. Iterative builds, weekly demos, eval gates.
1-3 weeks. CI/CD, monitoring, rollout, handover.
Ongoing. Drift detection, retraining, SRE on-call.