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.

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  • 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 & GenAI Production
5+
Models in Production
Packitoo

AI-Driven Pricing & Revenue Optimization

Manufacturing – Pricing Optimization
±100%
Price Range Simulation
Qualintra logo

Revolutionizing Employee Engagement with Explainable AI

HR Consulting – Engagement Scoring & Model Explainability
92%
Model Accuracy
AbbVie logo

AI-Powered Content Automation for Pharma Compliance

Pharmaceutical – AI Marketing Assets Content Automation
99.5%
Compliance Rate
ANSM logo

Next-Gen Document Surveillance in Health Regulation

Pharmaceutical – GenAI Documentary & Intelligent Supervision
95%
Detection Accuracy
Driiveme logo

Fueling Data-Driven Logistics with Predictive Analytics

Technology – Pricing Optimization
+35%
Data Reliability
Weeki.io logo

AI Knowledge Agent Platform for Organizational Acceleration

Deeptech – Knowledge Mapping & Open Science
100%
Knowledge Mapping
Decathlon logo

End-to-End Demand Forecasting for Global Retail

Retail – Supply Chain Forecasting & R&D
-40%
Stockouts Reduction
SketchNGo logo

Conversational AI Assistants for Business Growth

SaaS – AI-Powered Business Assistance
95%
Personalization Accuracy
Upfund logo

AI for Real Estate Market Intelligence

Real Estate – Data Science & R&D
RMSE < 0.1
Key Indicators Precision
Catholic University of Lille logo

Modern Data Science Education: Building Tomorrow's Leaders

Higher Education – Data Science & AI Teaching
95%
Student Satisfaction
Weeki.io logo

Open-Science Knowledge Visualization for Academia

EdTech/Research – Knowledge Management & RAG
-70%
Literature Review Time
NOE Medtech

Automated Literature Review in Medical Device Innovation

MedTech – Extraction, Selection and Analysis of Scientific Articles
-80%
Review Time
Academic Research

PhD Research: Bayesian Networks for Cybersecurity

Academic Research – Cybersecurity & Probabilistic Modeling
92%
Threat Detection Accuracy
Scalab/CRISTAL Lab logo

AI-Driven Analysis of Human Social Behavior

Research – Machine Learning Social Behavior
95%
Model Accuracy

Customers & Users

What our customers say

How Weeki helps teams ship faster and stay aligned.

TR

Thomas Renard

Head of Data & AI

"Weeki industrialized five GenAI models into production in record time. Our MLOps maturity jumped from prototype to enterprise-grade, with full observability and cost control from day one."

See our business cases
CF

Claire Fontaine

Chief People Officer

"With 66% missing data and 25 years of surveys, we thought actionable insights were impossible. Weeki delivered 92% accuracy and explainable recommendations our HR teams actually trust and use daily."

See our business cases
DSM

Dr. Sophie Marchand

Director of Regulatory Affairs

"Regulatory document generation used to take our teams weeks. Weeki's agentic pipeline cut that by 70% while maintaining 99.5% compliance — our time-to-market accelerated overnight."

See our business cases
DLV

Dr. Laurent Vidal

Deputy Director, Scientific Evaluation

"Monitoring thousands of pharmaceutical documents manually was unsustainable. Weeki's AI surveillance system now detects anomalies 24/7 with 95% accuracy — a genuine step change for public health safety."

See our business cases
NB

Nicolas Berger

COO

"In just five weeks, Weeki delivered a complete data valorization framework — from audit to predictive models. Our decision-making speed improved by 50% and data reliability jumped 35%."

See our business cases
JM

Julien Moreau

VP Supply Chain

"Stockouts dropped 40% and overstock by 30% within months. Weeki's forecasting models capture seasonality and demand shifts our previous system couldn't see — the supply chain team now plans with confidence."

See our business cases
AD

Amélie Durand

CEO & Co-founder

"Our founders used to spend hours on business plans and SWOT analyses. Weeki's AI assistants automate 80% of that work — decisions that took days now take minutes, with better quality output."

See our business cases
ML

Marc-Antoine Leroy

Head of Investments

"Weeki's geospatial models predict market indicators with R² above 0.8 — precision we've never had before. Our investment committee now makes data-backed decisions with real confidence intervals."

See our business cases

ROI Snapshot

Adjust the values to model your scenario

€50.0kexperiments
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25%reduction
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€5.0ktime savings
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€17.5k/ mogain
€0
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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.

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Integrate any knowledge or data

PDFs, PPTX, CSVs, emails, DBs, SharePoint/Drive/Confluence, intranets, and bibliographic references (DOI/PMID)—all normalized into cards with sources, tags, lineage.

AI-readable by design

Entities & relations encoded so agents retrieve, reason & act accurately.

TaxonomyBuild classification structure
OntologyDefine relationships & entities
GovernanceEstablish rules & policies
UnifyConsolidate existing sources
TaxonomyBuild classification structure
OntologyDefine relationships & entities
GovernanceEstablish rules & policies
UnifyConsolidate existing sources

Start from scratch or consolidate

We can build your knowledge base from zero (taxonomy, ontology, governance) or unify what you already have.

Pricing & Delivery

Two steps to go live: we build it, then you run it.

1

Choose your plan

Free

€0/month
Includes:
  • Up to 1 user
  • 1 workspace
  • Basic experiment tracking
  • Community support
  • 1 GB storage
Recommended

Pro

€99/user/month

billed annually

or €129/mo billed monthly

Includes:
  • ML experiment tracking & model registry
  • Scientific discovery pipelines
  • DAG-orchestrated training runs
  • Collaborative notebooks & datasets
  • 50 GB/user storage
  • Workflow automation
  • See credit pricing
Start now

Enterprise

Also available On-Premise
On request
Includes:
  • Everything in Pro
  • GPU/HPC cluster integration
  • Advanced governance & audit logs
  • Dedicated account manager
  • Data residency & SSO
  • 100+ GB/user storage
  • Platform Onboarding Bootcamp
2

Custom services

Our team can handle configuration, deployment, training, and custom builds — engage us whenever you need expertise, at any stage of your project.

Service Delivery

Starting from

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

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