Industrial AI across operated upstream assets
TotalEnergies and Cognite announced a three-year deployment of industrial data and AI capabilities across all TotalEnergies-operated upstream assets worldwide, spanning drilling through production.
TotalEnergies / Industrial data and AI foundation across operated upstream
AI-078 · Source-linked project profile. Read the scope, reported result and what remains unknown.
Open the interactive projectHow to read this evidenceWhat the source says
TotalEnergies says an AspenTech Inmation real-time data layer and Cognite contextualization layer are being deployed across 40 upstream and 16 refining/chemical sites, with a tenfold asset data-point objective and full deployment targeted for end-2027. Integrated Power is already done; AI is a later layer. India target is at least 500 engineers across HSE, digital plant and Integrated Power modeling programs.
- Company
- TotalEnergies
- Department
- Production & field operations
- Record type
- company_adoption
- Disclosed stage
- Signed data-platform rollout in progress; end-2027 full-deployment objective.
- Source date
- 2026-02-11
- Source-date precision
- day
- Source provenance
- A · Operator filing
- Review disposition
- Access or verification limitation; inspect profile and source history
Reported result
Target scope: 40 upstream and 16 refining/chemical sites; 10x asset data points; full deployment end-2027. India center: at least 500 engineers by 2027 across all named programs. No quantified AI outcome.
What this does not establish
Deployment target and enabling data foundation; not 56 completed AI deployments. The 500-engineer target spans multiple programs and is not AI-only. No costs, acceptance criteria, or realized return disclosed.
Analyst inference: Large, concrete industrial data foundation and deployment scope; business outcome remains an objective.
Original sources
- Cognite industrial AI across all operated upstream assets · 2025-09-26
Linked announcement / report text
- Digital Transformation: TotalEnergies and Cognite Expand Their Partnership to Scale Industrial AI · 2025-09-26
PDF pp. 1–2
- 2025 Results and 2026 Objectives Presentation · 2026-02
PDF slides 28–29
- TotalEnergies 2025 Results & 2026 Objectives presentation transcript · 2026-02-11
2026-02-11 transcript, PDF pp. 9–10 / lines 358–385
Disclosure history
TotalEnergies 2025 Results & 2026 Objectives presentation transcript
Management says a signed AspenTech contract will deploy Inmation for real-time collection across 40 upstream and 16 refining/chemical sites; integrated power was already done. Cognite will transform, enrich, store and expose the data. Management aims to multiply asset data points by ten, with full deployment targeted by end-2027; a later AI layer is intended to improve production and availability. At least 500 engineers by 2027 is a critical-mass target for all three programs (digital HSE, digital plant and Integrated Power modelling).
A source grade describes provenance, not independent verification. This is a research profile, not a measure of net return. Report a correction.