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.

hero image
  • 1
    Connect your research data

    Agents plug into your literature databases, lab notebooks, and internal corpora — unified automatically.

  • 2
    Discover in plain language

    Ask research questions. Agents mine literature, map citations, and generate testable hypotheses.

  • 3
    Govern and scale

    Full citation lineage, reproducible methodology, IP governance — enterprise-grade from day one.

Trusted by leading Innovators and Enterprises

DecathlonL'OréalAbbVieANSMQualintraDriiveMeUpfundSketchNGoRiskNLuccaLa BDDScalabOCTO TechnologyAccentureDecathlonL'OréalAbbVieANSMQualintraDriiveMeUpfundSketchNGoRiskNLuccaLa BDDScalabOCTO TechnologyAccenture
Researchers collaborating in laboratory
How it works

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
Scientist reviewing discovery results
Built for enterprise

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

app.weeki.io/scientific-ml
Click any node to explore

Business Cases & Client References

Real-world results.

ADEO / Leroy Merlin logo

MLOps GenAI & LLM Production at Scale

Retail/MLOps

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.

Packitoo

AI-Driven Pricing & Revenue Optimization

Manufacturing/Pricing

Propensity scoring and what-if pricing simulator using XGBoost with SHAP/LIME explainability, enabling sales teams to optimize margins with actionable price corridors.

Qualintra logo

Revolutionizing Employee Engagement with Explainable AI

HR Analytics

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

AbbVie logo

AI-Powered Content Automation for Pharma Compliance

Pharma/Regulatory

Automated regulatory submissions and marketing asset generation with RAG and LLM pipelines; instant, audit-ready outputs, accelerated time-to-market.

ANSM logo

Next-Gen Document Surveillance in Health Regulation

Public Health

Real-time GenAI and agent-powered compliance supervision for complex pharmaceutical documentation.

Driiveme logo

Fueling Data-Driven Logistics with Predictive Analytics

Mobility/Logistics

Robust predictive pipelines for demand forecasting, resource optimization, and actionable fleet analytics.

Weeki.io logo

AI Knowledge Agent Platform for Organizational Acceleration

SaaS/R&D Knowledge Management

AI platform for intelligent, real-time knowledge mapping—collaborative boost and R&D acceleration via advanced vector embeddings and workflow automation.

Decathlon logo

End-to-End Demand Forecasting for Global Retail

Retail/Supply Chain

Multi-scale demand forecasting and inventory optimization using deep learning—reduced stock-outs/overstocks, agile supply chain.

SketchNGo logo

Conversational AI Assistants for Business Growth

SaaS/Business Productivity

Multi-agent business assistants, actionable recommendations, real-time context-aware guidance for founders and entrepreneurs.

Upfund logo

AI for Real Estate Market Intelligence

Real Estate Investment

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

Catholic University of Lille logo

Modern Data Science Education: Building Tomorrow's Leaders

Academia

Design and delivery of advanced master's level AI/data courses, bridging theory to real-world expertise.

Weeki.io logo

Open-Science Knowledge Visualization for Academia

EdTech/Research

SaaS platform for knowledge mapping in academic research: literature review automation, centralized documentation, interactive visualizations.

NOE Medtech

Automated Literature Review in Medical Device Innovation

MedTech/Regulatory

End-to-end AI-powered review pipeline, NLP/ML extraction, regulatory compliance, time-to-market acceleration.

Academic Research

PhD Research: Bayesian Networks for Cybersecurity

Cybersecurity

Advanced probabilistic modeling methods (Bayesian, Markov Networks) for threat anticipation and system resilience in cybersecurity.

Scalab/CRISTAL Lab logo

AI-Driven Analysis of Human Social Behavior

Neuroscience/Social Science

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

€50.0kexperiments
×
25%reduction
+
€5.0ktime savings
=
€17.5k/ mogain
€0
Monthly gain
€0
Monthly cost
0.0×
ROI

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.

1

We develop the solution for you

We design, build, and configure the solution tailored to your needs.

Service Delivery

Starting from

€70k minimum
Includes:
  • Full ML platform deployment
  • Research design & model development
  • Training for internal ML teams
  • Governance & audit bundle
2

We put it in production and let you use it

Choose the SaaS plan that fits your organization to run the solution.

Platform

€99/user/month

billed annually

or €129/mo billed monthly

Includes:
  • ML experiment tracking & model registry
  • Scientific discovery pipelines
  • Workflow automation (credit-based)
  • See credit pricing
Start now

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

  1. 1Discovery & Personalized ROI Demo
  2. 2Technical & Security Workshop
  3. 3Commercial, Legal & Kick‑off

Have questions?

Find Your Answers Here

What ROI can we expect from AI-accelerated discovery?
How fast until we see results?
How much effort is required from our research team?
How do you integrate with our existing literature databases and lab systems?
How do you protect our intellectual property?
What if the AI generates unreliable hypotheses — what's the risk?

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 hero image

Banking & Finance

Risk modeling, fraud detection, compliance, high-frequency trading algorithms, advanced credit scoring.

Learn more