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

Société GénéraleAXAAlstomADEOLeroy MerlinDecathlonAbbVieANSMAccentureOCTO TechnologyTheodoInevitableDriiveMeQualintraCleyropUpfundSociété GénéraleAXAAlstomADEOLeroy MerlinDecathlonAbbVieANSMAccentureOCTO TechnologyTheodoInevitableDriiveMeQualintraCleyropUpfund
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

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

Business Cases & Client References

Real-world results.

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AI-Powered Video Research Platform

Deeptech video – Autonomous research & video pipelines
21
Research steps orchestrated
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AI Skills Assessment at Scale

Banking – AI skills ontology & assessment
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AI Architecture for Deliverable Automation

Rail industry – Document AI & deliverable automation
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AI Technology Intelligence & Literature Review

Insurance – Technology intelligence & AI benchmarking
ADEO / Leroy Merlin logo

Due Diligence Data Automation

Retail & e-commerce – External data & due diligence
ADEO / Leroy Merlin logo

MLOps, GenAI & LLM Production

Retail – MLOps & GenAI Production
5
Priority models put into production
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AI-Powered Business Assistant

SaaS – AI-Powered Business Assistance
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Pharmaceutical Sales Forecasting

Pharmaceutical – Sales forecasting & what-if scenarios
5
Model families benchmarked
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Data & AI Platform Deployment on Palantir

Pharmaceutical – Data & AI platform on Palantir Foundry
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Quote Pricing Optimization

Manufacturing – Pricing Optimization
-99% → +100%
Price range simulated (what-if)
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AI Marketing Assets & Content Automation

Pharmaceutical – AI Marketing Assets Content Automation
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AI for Real Estate Market Intelligence

Real Estate – Data Science & R&D
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Pricing & Data Valorization

Mobility & logistics – Pricing & machine learning
ANSM logo

Regulatory Document Monitoring

Pharmaceutical – GenAI Documentary & Intelligent Supervision
Qualintra logo

Employee Engagement & Explainable ML

HR Consulting – Engagement Scoring & Model Explainability
200
Engagement-score questions
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Supply Chain Forecasting

Retail – Supply Chain Forecasting & R&D
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Data Science & AI Teaching

Higher Education – Data Science & AI Teaching
NOE Medtech

Machine Learning for Clinical Literature Review

MedTech – Extraction, Selection and Analysis of Scientific Articles
Academic Research

Probabilistic Graphical Models

Academic Research – Cybersecurity & Probabilistic Modeling
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ML, Human Motion & Social Behavior

Research – Machine Learning Social Behavior

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.

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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

Platform

Free

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

Pro

€19/user/month
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

On-premise: on request, contact us
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

Students go further with Weeki

1 user · monthly, no commitment · no AI credits included · students only

€7.99/month
2

Services

Deployment, training, and custom builds by our team.

Service Delivery

Starting from

€1,300/day (TJM)
Includes:
  • Research design & model development
  • Pipeline orchestration & deployment
  • Dedicated Weeki data scientists
  • Weekly reporting & deliverables

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

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Banking & Finance

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

Learn more