Machine Learning & MLOps — governed, monitored, profitable.
Go from experiment to production 50% faster with safe deployments, 24/7 drift monitoring, and clear ROI per model — pilot in 6-10 weeks.
Trusted by leading Innovators and Enterprises
Weeki delivers production-grade ML with data contracts, experiment tracking, automated CI/CD, safe serving (canary/shadow with instant rollback), and 24/7 drift monitoring. We measure ROI per model and ensure full auditability with fairness/bias checks.
Trusted by 26+ businesses worldwide
How It Works
With ML/MLOps, move from POC-itis to governed, production-grade models your business trusts.
Data contracts & registry
Define, track, and govern
Organize
Define schemas and expectations with signed/versioned datasets and quality checks.
Guided deployment
Continuous flow, no disruption
Ship
Automated CI/CD with ML gates, canary/shadow deployment, and instant rollback.
24/7 Drift & Performance
Real-time alerts & metrics
Monitor
Continuous drift detection, performance monitoring, and automated retraining triggers.
Enterprise-grade security and compliance features
Built with enterprise security standards, our platform ensures complete data protection, regulatory compliance, and scalable architecture for your most critical knowledge management needs.
SSO/Active Directory
RBAC
Citations & audit logs
end-to-end
EU data residency
Governed data dictionary
Enterprise scale
Millions of objects managed
Pilot in 2-6 weeks;
industrialization 6-10
From POC to Production-Grade ML
app.weeki.io/capabilities/machine-learning
Detailed Process
Five steps to transform your organization
1
Contract the data
Define schemas and expectations; enable lineage with signed/versioned datasets and quality checks.
2
Track & package
Log experiments and artifacts; reproducible builds with concise model cards.
3
CI/CD
tests and promotions via Git; ML gates prevent regressions.
4
Deploy safely
Batch/online serving; canary/shadow with instant rollback; reversibility (data provided on request).
5
Observe & improve
Drift/perf/cost dashboards, real-time alerts, safe backfill/reprocessing, scheduled retrain.
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PDFs, PPTX, CSVs, emails, DBs, SharePoint/Drive/Confluence, intranets, and bibliographic references (DOI/PMID)—all normalized into cards with sources, tags, lineage.
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Entities & relations encoded so agents retrieve, reason & act accurately.
Start from scratch or consolidate
We can build your knowledge base from zero (taxonomy, ontology, governance) or unify what you already have.
What You Get
Comprehensive MLOps infrastructure and tools to accelerate your machine learning operations.
Model registry with metrics & lineage
Centralized model tracking with versioning, metrics, and full lineage tracking.
CI/CD pipelines to batch and real-time serving
Automated deployment pipelines for both batch and real-time model serving.
Dashboards for performance, drift, SLI/SLO/SLA
Comprehensive monitoring dashboards with performance metrics and service level indicators.
Tested rollback playbook and on-call runbooks
Documented procedures for safe rollbacks and 24/7 operational support.
Transform your Data
into strategic advantage
Unlock measurable business value through intelligent knowledge management and semantic search capabilities
Business Cases & Client References
Real-world results.
AI-Powered Video Research Platform
AI Skills Assessment at Scale
AI Architecture for Deliverable Automation
AI Technology Intelligence & Literature Review
Due Diligence Data Automation
MLOps, GenAI & LLM Production
AI-Powered Business Assistant
Pharmaceutical Sales Forecasting
Data & AI Platform Deployment on Palantir
Our Industry Verticals
We empower data transformation in the world's most impactful and lucrative sectors:
Banking & Finance
Consumer Products
Defense & Aerospace
Energy
High Tech
Insurance
Life Science
Logistics
Media
Public Sector
Retail
Banking & Finance
Risk modeling, fraud detection, compliance, high-frequency trading algorithms, advanced credit scoring.
common.learnMoreReady to transform your data into value?
Choose your business model
Pick the model that fits your organization.
Services
Deployment, training, and custom builds by our team.
Service Delivery
Starting from
- Dedicated Weeki consultants
- Flexible engagement duration
- Weekly reporting & deliverables
- Knowledge transfer included
Related Solutions
Explore the solutions that leverage this capability to deliver business outcomes.
Have questions?