Industries / Materials

Chemicals & Materials

Materials · Commodity Chemicals · Specialty Chemicals · Advanced Materials · Industrial Gases

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Chemicals & Materials runs continuous plants that are expensive to stop, buys feedstock and energy at prices that move daily, and carries registrations and safety records that follow every molecule to its end use. Across various engagements in multiple geographies, iFortis Worldwide has engineered intelligence into Process Yield Intelligence, Formulation Discovery Copilot, Batch Quality Intelligence, Process Energy Optimization, Plant Reliability Intelligence, Product Stewardship Intelligence, Catalyst Performance Intelligence, Supply Margin Intelligence, Safety Observation Automation and Chemicals Digital Workforce, always above deterministic process control and safety instrumented systems.

Key impacts

  • Process Yield Intelligence. Operators held units on conservative set points because laboratory results arrived hours after the material was made.
  • Formulation Discovery Copilot. Formulation work restarted from scratch each time, with prior experiments buried in individual notebooks.
  • Batch Quality Intelligence. Off specification batches were identified at final release, after the cost of production had been incurred.
  • Process Energy Optimization. Energy was treated as a fixed overhead, with utilities dispatched independently of production schedules.
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Sector
Materials
Industry group
Materials
Sub-industries
Commodity Chemicals, Specialty Chemicals, Advanced Materials, Industrial Gases

Our Experience & Impact.

Engineered with intelligence. Measured by outcomes.

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Years On The Bench

Senior engineers who have run production systems before, not learned on yours.

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Programmes In Production

Transformation programmes taken past pilot and into daily operation.

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Specialists Under One Standard

One delivery standard, whoever is on the engagement.

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Solutions Running Live

Built, deployed and still operated by us after handover.

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Systems Connected

Core platforms and data estates joined into one governed architecture.

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Governed Agents In Service

Each with an identity, a permission set and a human who owns it.

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Hours Codified Into Assets

Work turned into assets the next engagement starts from.

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Markets Under Delivery

Delivery, data residency and support where the business actually operates.

24×7
Continuous Operations

Engineering and managed operations that follow the working day around.

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SDGs Mapped To Delivery

Every engagement mapped against the Sustainable Development Goals.

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iFortis Worldwide® AI Native Enterprise Framework

From Enterprise Vision to Autonomous Operations.

STAGE 01Envision01020304050607080910

Stage 01 · Envision

Define business ambition and transformation outcomes.

Establish enterprise strategy, AI vision, value cases, governance objectives, and success metrics aligned with business priorities.

Outputs

  • Enterprise Vision
  • AI Strategy
  • Business Case
  • Transformation Roadmap

Trending solutions

The AI Native solutions engineered for Chemicals & Materials, each with its recorded outcome and the full story to read

Process Yield Intelligence

Commodity Chemicals

Soft sensor models connected the process historian, laboratory results and feedstock quality to hold units at optimal yield.

16% higher first pass yield

Formulation Discovery Copilot

Specialty Chemicals

Retrieval and property prediction connected experiment records, patent literature and supplier data to propose candidate formulations.

43% fewer laboratory iterations

Batch Quality Intelligence

Advanced Materials

Multivariate models connected batch genealogy, inline analytics and inspection results to predict off specification production.

32% less off specification material

Process Energy Optimization

Industrial Gases

Optimisation agents connected steam, power and compression loads with production plans and tariff windows.

19% lower energy cost per tonne

Plant Reliability Intelligence

Commodity Chemicals

Failure models connected vibration, process and maintenance data to schedule intervention before an unplanned shutdown.

27% less unplanned downtime

Product Stewardship Intelligence

Specialty Chemicals

Document AI connected substance registers, safety data sheets and regional rules into maintained compliance evidence.

61% faster regulatory dossier preparation

Catalyst Performance Intelligence

Advanced Materials

Degradation models connected reactor conditions, catalyst age and yield loss to time replacement and regeneration.

24% longer catalyst life

Supply Margin Intelligence

Industrial Gases

Margin agents connected order books, logistics cost and feedstock positions to steer allocation by contribution.

22% improvement in contribution margin

Safety Observation Automation

Commodity Chemicals

Language models connected shift reports, near miss records and work permits to surface recurring hazard patterns.

38% more hazards closed before incident

Chemicals Digital Workforce

Specialty Chemicals

Governed digital workers connected order entry, certificate of analysis issuing and customs documentation with human review.

2.7x more documents processed per person

Engineering technology stacks used

Everything engineered across the Chemicals & Materials engagements, summarised by layer of the enterprise stack

AI and machine learning16

  • Soft sensor models
  • Multivariate SPC
  • Gradient boosting
  • Time series forecasting
  • Bayesian optimization
  • Graph neural networks
  • Molecular property prediction
  • Digital twin models
  • Computer vision
  • Anomaly detection
  • OCR and document AI
  • LLMs
  • Retrieval augmented generation
  • Multi-agent orchestration
  • Fine-tuned SLMs
  • Agent frameworks

Data12

  • Kafka
  • Spark Streaming
  • Process historian
  • InfluxDB
  • TimescaleDB
  • Delta Lake
  • Databricks
  • Snowflake
  • Apache Iceberg
  • Vector database
  • pgvector
  • Airflow

Databases10

  • PostgreSQL
  • MongoDB
  • Cassandra
  • ClickHouse
  • Neo4j
  • Milvus
  • Redis
  • DynamoDB
  • Oracle
  • pgvector

Backend7

  • Python
  • Java
  • C++
  • Go
  • .NET
  • Rust
  • Scala

Frontend5

  • React
  • Angular
  • Vue
  • Next.js
  • TypeScript

Cloud6

  • Azure
  • AWS
  • Google Cloud
  • Kubernetes
  • Hybrid cloud
  • Edge computing

Integration8

  • OPC UA
  • MQTT and IoT ingest
  • REST
  • gRPC
  • EDI
  • Event driven
  • API gateway
  • Webhooks

DevOps12

  • Terraform
  • Ansible
  • Docker
  • Helm
  • ArgoCD
  • GitHub Actions
  • Jenkins
  • Prometheus
  • Grafana
  • ELK
  • OpenTelemetry
  • Datadog

Analytics4

  • Power BI
  • Tableau
  • Superset
  • Metabase

Security8

  • mTLS
  • SSO
  • OAuth2
  • IAM
  • Zero Trust
  • SIEM
  • Vault
  • Audit logging

Explore the full stack

Case studies across the sector

Learn how AI Native Technology is applied across the Materials sector, one engagement from each industry

Chemicals & Materials

Process Yield Intelligence

16%higher first pass yield

less quality giveaway
21%
faster batch release
35%

Systems integrated

Soft sensor models · Multivariate SPC · Bayesian optimization · Multi-agent orchestration · Kafka · Spark Streaming · Process historian · InfluxDB · Delta Lake · Databricks · PostgreSQL · Milvus · Cassandra · Python · C++ · Java · React · Next.js · Azure · Kubernetes · OPC UA · REST · gRPC · Terraform · Ansible · Prometheus · Grafana · Power BI · mTLS · Zero Trust

Mining & Metals

Concentrator Recovery Intelligence

19%higher plant recovery

lower reagent cost
14%

Systems integrated

Geostatistical models · Computer vision · Survival models · Mixed integer optimization · Kafka · Process historian · InfluxDB · Delta Lake · PostgreSQL · PostGIS · Cassandra · Python · Java · C++ · React · Angular · Azure · Kubernetes · OPC UA · MQTT and IoT ingest · REST · Terraform · Jenkins · Grafana · Power BI · mTLS · SSO · Audit logging

Printing & Packaging

Print Defect Detection

3.2xmodeled three year return

Material operational improvement and measurable economic value

Systems integrated

Computer vision · Defect segmentation · Demand forecasting · Constraint solvers · Kafka · Delta Lake · ClickHouse · PostgreSQL · MongoDB · Redis · Go · Python · .NET · React · Vue · AWS · Kubernetes · REST · EDI · Webhooks · Docker · GitHub Actions · Prometheus · Metabase · SSO · OAuth2 · Audit logging

Forestry & Paper

Fibre Supply Intelligence

3.2xmodeled three year return

Material operational improvement and measurable economic value

Systems integrated

Satellite imagery models · Time series forecasting · Survival models · Digital twin models · Kafka · InfluxDB · Delta Lake · PostgreSQL · PostGIS · Cassandra · Java · Python · Scala · Angular · React · Google Cloud · Kubernetes · OPC UA · REST · Event driven · Terraform · GitLab CI · Grafana · Tableau · SSO · IAM · SIEM

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