Accelerate Discovery with AI Agents That Mine Literature and Generate Hypotheses
Researchers ask questions in natural language, agents mine corpora and surface patterns. Enterprise-grade traceability, reproducibility, and IP governance. Delivered in 8-12 weeks.

- 1Connect your research data
Agents plug into your literature databases, lab notebooks, and internal corpora — unified automatically.
- 2Discover in plain language
Ask research questions. Agents mine literature, map citations, and generate testable hypotheses.
- 3Govern and scale
Full citation lineage, reproducible methodology, IP governance — enterprise-grade from day one.
Trusted by leading Innovators and Enterprises
























Your researchers just ask a question
Agents mine literature, surface patterns, and generate testable hypotheses. No manual reading required — describe your research question and agents do systematic review across your corpora.
- Natural language research queries
- Automated literature mining and citation mapping
- Agents generate testable hypotheses with evidence
Every finding is reproducible
Citation mapping, experiment lineage, IP governance, and audit-ready evidence. Your research leadership gets full confidence in every claim.
- Full citation lineage on every finding
- Reproducible methodology with experiment tracking
- IP governance and audit-ready evidence packages
Cost Reduction
Fewer low‑value trials; targeted experimentation lowers consumables and bench time.
Speed Improvement
From reading to testable models in 8–12 weeks; faster time‑to‑paper/patent.
Quality & Risk
Traceable evidence (citations, lineage, logs) and reproducibility by design.
From Experiments to Governed Discovery
app.weeki.io/scientific-ml
Business Cases & Client References
Real-world results.

MLOps GenAI & LLM Production at Scale
Industrializing ML & GenAI models from POC to production on GCP with Kubernetes, observability (Datadog), security (Vault), and CI/CD automation for multiple LLM-powered products.
AI-Driven Pricing & Revenue Optimization
Propensity scoring and what-if pricing simulator using XGBoost with SHAP/LIME explainability, enabling sales teams to optimize margins with actionable price corridors.

Revolutionizing Employee Engagement with Explainable AI
Advanced ML (XGBoost, LightGBM, SHAP, LIME) for 25 years of HR data: actionable insights, targeted retention, clear dashboards, transparent recommendations.

AI-Powered Content Automation for Pharma Compliance
Automated regulatory submissions and marketing asset generation with RAG and LLM pipelines; instant, audit-ready outputs, accelerated time-to-market.

Next-Gen Document Surveillance in Health Regulation
Real-time GenAI and agent-powered compliance supervision for complex pharmaceutical documentation.

Fueling Data-Driven Logistics with Predictive Analytics
Robust predictive pipelines for demand forecasting, resource optimization, and actionable fleet analytics.
AI Knowledge Agent Platform for Organizational Acceleration
AI platform for intelligent, real-time knowledge mapping—collaborative boost and R&D acceleration via advanced vector embeddings and workflow automation.

End-to-End Demand Forecasting for Global Retail
Multi-scale demand forecasting and inventory optimization using deep learning—reduced stock-outs/overstocks, agile supply chain.

Conversational AI Assistants for Business Growth
Multi-agent business assistants, actionable recommendations, real-time context-aware guidance for founders and entrepreneurs.

AI for Real Estate Market Intelligence
Market forecasting with spatial and time-series ML, CNNs; automated ETL, executive dashboards for confident investment.

Modern Data Science Education: Building Tomorrow's Leaders
Design and delivery of advanced master's level AI/data courses, bridging theory to real-world expertise.
Open-Science Knowledge Visualization for Academia
SaaS platform for knowledge mapping in academic research: literature review automation, centralized documentation, interactive visualizations.
Automated Literature Review in Medical Device Innovation
End-to-end AI-powered review pipeline, NLP/ML extraction, regulatory compliance, time-to-market acceleration.
PhD Research: Bayesian Networks for Cybersecurity
Advanced probabilistic modeling methods (Bayesian, Markov Networks) for threat anticipation and system resilience in cybersecurity.

AI-Driven Analysis of Human Social Behavior
ML and motion capture to model physical/physiological behaviors; predictive analytics, next-gen human-machine interfaces.
ROI Snapshot
Adjust the values to model your scenario
How We Deliver
From your data to production-grade recommendations in weeks
1
Harvest & ground
Ingest literature, patents, and data into a science graph.
2
Model induction
Propose and refine models via symbolic and neuro-symbolic agents.
3
Simulate & verify
Score plausibility, novelty, and falsifiability.
4
Design candidates
Generate molecules, materials, or architectures under constraints.
5
Experiment & publish
Plan experiments and auto-assemble papers with citations.
Pricing & Delivery
Two steps to go live: we build it, then you run it.
We develop the solution for you
We design, build, and configure the solution tailored to your needs.
Service Delivery
Starting from
- Full ML platform deployment
- Research design & model development
- Training for internal ML teams
- Governance & audit bundle
We put it in production and let you use it
Choose the SaaS plan that fits your organization to run the solution.
Platform
billed annually
or €129/mo billed monthly
- ML experiment tracking & model registry
- Scientific discovery pipelines
- Workflow automation (credit-based)
- See credit pricing
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
Join our Mutual Action Plan
- 1Discovery & Personalized ROI Demo
- 2Technical & Security Workshop
- 3Commercial, Legal & Kick‑off
Have questions?
Find Your Answers Here
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.
Learn more