Specialised services
Beyond structured programmes, DataForgeAI offers six à la carte services for teams needing targeted expertise. Every engagement centres on data forging, feature engineering, and ML pipeline governance — never generic IT labour or marketing deliverables.
Our architects map your data estate, identify forge entry points, and produce blueprint documents covering ingest contracts, transform dependencies, validation gate placement, and deployment targets. Ideal before committing to a full programme or when onboarding a new data domain.
Typical duration: two to four weeks. Deliverable: annotated pipeline architecture with effort estimates and risk register.
Bespoke feature modules for domain signals not covered by our 210+ library — temporal aggregations for sensor networks, geospatial encodings for logistics, or cross-table joins for credit risk. Every module ships with unit tests, lineage metadata, and documentation.
Priced per module complexity. Reusable modules enter the shared library under licence terms agreed at engagement start.
Design and implement validation gate frameworks aligned to your model risk policies. We configure distribution checks, leakage scans, null thresholds, policy rules, and golden-set comparisons — producing audit-ready reports for compliance teams.
Often paired with DFA-401 but available standalone for teams with functioning pipelines needing governance hardening.
Connect forged features to online and offline stores with point-in-time correctness. We support Feast, Tecton, Redis layers, and custom parquet export pipelines. Includes latency benchmarking, freshness dashboards, and rollback procedures.
Critical for real-time inference workloads where stale features silently degrade model performance.
Strategic advisory for leaders building ML platform roadmaps. We assess forge maturity, recommend tooling investments, define team structures, and align pipeline practices with Canadian privacy requirements. Not staff augmentation — strategic guidance from practitioners who deploy pipelines daily.
Available as monthly retainer or fixed-scope assessment with executive presentation.
Hands-on workshops teaching your data scientists and engineers to operate the forge independently. Covers ingest contract authoring, module composition, gate configuration, and deployment workflows. Materials remain with your team for internal onboarding.
Half-day intensives through five-day bootcamps. Custom curricula for energy, agriculture, and fintech verticals.
DataForgeAI does not provide general software development, website design, digital marketing, managed IT helpdesk services, or body-shop developer staffing. If your primary need falls outside feature engineering and ML pipeline work, we will recommend partners better suited to that scope during your initial consultation.
Discuss a service engagement