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By decision

Commercial ExcellencePricing, promotion and channel decisions grounded in commercial signals. Manufacturing ExcellencePlant performance, quality and yield decisions built on production data. Supply Chain ExcellenceDemand, inventory and supplier decisions grounded in supply signals. Pharma R&DTrial, pipeline and regulatory decisions grounded in a traceable evidence chain.

By industry

PharmaR&D, manufacturing and commercial decisions unified on one evidence chain. CPGNPD, manufacturing and commercial decisions unified on one evidence chain. ManufacturingProduction, quality, procurement and margin decisions across plants and suppliers.

Case studiesTop-10 global pharmaMarketing Excellence11% bottom line ROAS gain Top-10 global pharmaSales Excellence2.4% sales conversion lift Fortune 500 pharmaManufacturing Excellence1 Mn$ batch loss caught early Fortune 500 pharmaSupply Chain ExcellenceAI ready in 45 days

The architecture

01Ontology Studio 02Data Ops Agents 03Finite State Model 04Multi-Layer Reasoning 05Decision Memory Security & Governance

Decision ontologies

Commercial OntologyHow pricing, promotion and channel entities relate in the causal graph. Manufacturing OntologyPlant, yield and quality entities modelled as a finite state system. R&D OntologyTrial, pipeline and regulatory entities on a traceable evidence chain. Technology Overview

Spider 2.0 Lite#2 Globally in Enterprise ReasoningAhead of Samsung, Snowflake and Tencent. World's hardest enterprise reasoning benchmark.Read more

Learn

BlogsStrategic insights on enterprise AI. DefinitionsReasoning terminology and vocabulary. ComparisonsDecisionX vs copilots and platforms. ReasoningEnterprise reasoning systems. WebinarsLive sessions on reasoning systems.

Media and help

Press & MediaAnnouncements and coverage. Video ResourcesDemos and reasoning explainers. Help CentreGuides and getting started docs. The Foresight ClubCommunity for decision practitioners.

The Decision Desk

The CEO Guide to AI in Pharma CDO/CAIO Guide for AI in Pharma The AI Impact Guide for Commercial Excellence in Pharma & CPG The AI Impact Guide for R&D Excellence Leaders The AI Impact Guide for Manufacturing Leaders The AI Impact Guide for Pharma Manufacturing Leaders The AI Impact Guide for NPD Excellence Leaders

By decision

Commercial Excellence Manufacturing Excellence Supply Chain Excellence Pharma R&D

By industry

Pharma CPG Manufacturing

Case studies

Marketing Excellence Sales Excellence Manufacturing Excellence Supply Chain Excellence

The architecture

Ontology Studio Data Ops Agents Finite State Model Multi-Layer Reasoning Decision Memory Security & Governance

Decision ontologies

Commercial Ontology Manufacturing Ontology R&D Ontology Technology Overview

Learn

Blogs Definitions Comparisons Reasoning Webinars

Media and help

Press & Media Video Resources Help Centre The Foresight Club

The Decision Desk

CEO Guide CDO & CAIO Guide Commercial Excellence R&D Excellence Manufacturing Excellence Pharma Manufacturing NPD Excellence

Company

Articles

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Decision AI Platform

By Industry

Pharma
CPG
Manufacturing

By Decision

Commercial Excellence
Manufacturing Excellence
Supply Chain Excellence
Pharma R&D
FMCG NPD

Case Studies

Marketing Excellence
Sales Excellence
Manufacturing Excellence
Supply Chain Excellence

Domain Ontologies

Commercial Ontology
Manufacturing Ontology
R&D Ontology

Company

Platform
Technology
Company
Decision Sign
The Foresight Club
Talk to Us
Careers

The Decision Desk

CEO Guide for AI in Pharma
CDO & CAIO Guide
Commercial Excellence Guide
R&D Excellence Guide
Manufacturing Excellence Guide
Pharma Manufacturing Guide
NPD Excellence Guide

Resources

Blogs
Webinars
Press & Media
Video Resources
Glossary
Help Centre
Changelog

What is AI Decision Making
What is a Decision Audit Trail
What is a Decision Hypothesis
What is Decision Monitoring
What is a Knowledge Graph
What is a Context Graph
What is Decision Foresight
What is Contextual Reasoning
What is Ontology in AI
What is a Decision Ontology
What is Decision AI
What is Cognitive Ontology
What is Causal AI
What is Decision Intelligence

Cognitive Ontology vs Traditional Ontology
Always-On Analytics vs Dashboard Tracking
Decision Foresight vs Insights
Ontology vs Context Graph
Ontology vs Knowledge Graph
Context-Aware AI Analyst vs LLMs
AI Analyst vs Business Analyst
Decision Monitoring vs Dashboards
Decision AI vs Business Intelligence

Why Decision Audit Trails Matter for AI Systems
Why LLM Automation Fails Without Context
Why Vertical SaaS Breaks at Analytics Scale
Why a Context Graph Is Not Enough
Why Reasoning Is the Real Path to Decisions
Why Foresight Matters More Than Insights
Why Dashboards Don't Drive Decisions

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