Forward-Deployed Engineering for Industrial AI
Forward-Deployed Engineering (FDE) is an approach where AI engineers embed directly into client operations — working alongside plant operators, maintenance teams, and engineers — to build and deploy AI tools using real operational data. Unlike traditional consulting or vendor implementations, FDE produces custom tools adapted to your specific equipment, workflows, and safety requirements.
We cut through the noise and extract value from AI systems that integrate with (not replace) your processes, delivering practical and measurable results.
Kelli Whiteneck
Vice President
Traditional consultants hand over reports, and vendors install tools then disappear. Our FDE model embeds engineers directly into daily operations. We work beside your teams, use your systems, and build solutions that are adopted, trusted, and used — not shelved.
What Forward-Deployed Engineers do
We live in your world
FDEs operate on-site, inside your live systems and processes. We learn equipment behavior, workflows, and real operational nuance — including tribal knowledge, undocumented rules, and failure patterns that only appear in real use.
We speak both languages
We translate between advanced AI capability and practical operations. Model architectures and computer-vision pipelines become outcomes like extracting thousands of P&IDs or predicting failures early, while operator insights become structured, analyzable data.
We build fast
Instead of presentations or theoretical documentation, we rapidly develop working prototypes using your real environment and noisy data. Your team sees tangible value early, and we refine tools on-site until they align with workflows and operational realities.
We own the outcome
An FDE engagement is successful when operators, engineers, and supervisors rely on the tool daily — not when a model is built. We stay engaged until the solution works in the real world: with messy data, aging assets, and inconsistent documentation.
Why this model works
The gap between AI technology and plant reality is massive. Traditional approaches fail because IT teams don’t understand operations, consultants don’t build, and vendors can’t adapt their platforms to your unique environment. The forward-deployed approach closes that gap by combining:
- Deep technical capability in machine learning, NLP, and computer vision
- Operational understanding of process safety, reliability, and industrial workflows
- Rapid prototyping that delivers working tools in weeks, not months
- Hands-on implementation embedded in your team and your systems
- A mission-first mindset focused on measurable operational outcomes
This is why companies like Palantir pioneered the model, and why it’s the most effective approach for industrial AI today.
How Fidelis deploys this capability
Embedded Problem Discovery
We work directly with operators, SMEs, and engineering teams to identify meaningful use cases and locate hidden data sources. P&IDs, logs, inspection reports, maintenance histories, and tribal knowledge are analyzed to define practical, high-value starting points.
Rapid Prototyping & Testing
Using real data, we build and validate solutions quickly. Whether document intelligence, computer vision, predictive tools, or reasoning engines, prototypes evolve in days — not months — showing value early and grounding development in operational reality.
Human-in-the-Loop Deployment
Every solution is designed to support, not replace, experts. Confidence scoring, review capability, override options, and transparent reasoning ensure trust, safety, and alignment with regulatory and engineering expectations in critical environments.
Iterate, Refine, & Scale
Once the first deployment proves measurable value, we expand capabilities across equipment, systems, or facilities. Each rollout is adapted to standards, constraints, and context — ensuring reliability and seamless integration across the organization.
Example outcomes from the Forward-Deployed model
P&ID Analysis Acceleration
Manual review of engineering drawings can take weeks or months. Our AI-driven P&ID processing tools automate extraction and validation. One deployment reduced a 10-week manual review cycle to 3 days while improving accuracy, consistency, and documentation quality.
AI-Assisted Failure Analysis
Forward-deployed tools structure investigation workflows and surface hidden patterns in equipment failure data. Engineers spend less time gathering data and more time solving problems — transforming root-cause analysis from a multi-week effort into a faster, more consistent process.
Domain-Specific Knowledge Systems
RAG-based knowledge engines reason across standards, manuals, inspection reports, and technical publications. Unstructured content becomes accessible expertise, enabling teams to find answers in seconds instead of searching through disorganized or siloed information.
Predictive Maintenance Models
ML models trained on 2+ years of sensor data predict equipment failures 2-4 weeks before occurrence. Maintenance teams shift from reactive to proactive intervention, reducing emergency repair costs and extending asset service life.
Why companies choose Fidelis FDE services
- We deliver real operational value in weeks by working inside live environments, not through long planning cycles.
- Our experience in energy and process industries ensures solutions align with engineering standards and regulatory needs.
- Tools are built to fit existing workflows and operating conditions so teams can adopt them without changing how they work.
- Every solution is explainable and reviewable, ensuring clarity, safety alignment, and trust from operators and engineers.
- We strengthen internal teams by sharing methods, knowledge, and reasoning so capability remains after deployment ends.
Beyond the Buzzwords
A practical guide to understanding and applying AI in industrial operations. No hype, no jargon — just clear explanations of what works, what doesn't, and how to get started.
Industries we support
Oil & Gas
Upstream, midstream, and downstream operations with full lifecycle integrity and project support.
Petrochemicals & Chemicals
Refining, bulk, and specialty chemical facilities supported from safety to full execution.
Power & Utilities
Conventional, renewable, and hydrogen projects with end-to-end reliability and safety focus.
Industrial Plants
Fertilizer, mining, pulp and paper, and food facilities supported across every project phase.
Result
Fidelis Associates served as a key partner during HF Sinclair improvement journey.
“I had the opportunity to work closely with Tim Weber during a critical phase of developing and aligning our site’s maintenance and planning processes at HF Sinclair. Tim brought a level of clarity and professionalism that immediately elevated the conversation. He provided more than just frameworks or recommendations; his coaching and collaborative style helped the entire team step up.
Tim has a unique ability to cut through complexity, ask the right questions, and guide people toward practical, lasting solutions. He was instrumental in helping us align cross-functionally and sharpen our planning processes, with a strong focus on accountability, ownership, and results.
He doesn’t just consult. He coaches. He listens, challenges, and brings a presence that motivates people to improve. Tim was a key partner during our improvement journey, and his impact is still reflected in how we approach maintenance execution today.
I would gladly work with Fidelis Associates again and highly recommend them to any organization looking to strengthen leadership alignment, improve systems, and drive real operational performance.”
Jeff Randich
Maintenance Manager at HF Sinclair
Result
Fidelis embedded with our team and helped us close critical readiness gaps before startup.
“Fidelis brought a structured approach to our operational readiness that we couldn’t achieve internally. Their team didn’t just assess our gaps — they embedded with our people and helped us close them before startup.
The combination of deep process safety knowledge and hands-on field execution is what sets them apart. They understand both the regulatory requirements and the operational reality of getting a complex facility online safely.”
Project Director
Capital Projects, Fortune 500 Petrochemical Operator
Frequently asked questions
Common questions about our AI and Forward-Deployed Engineering services for industrial operations.
Ready to strengthen your operations?
Whether you need a quick assessment, expert gap analysis, structured program support, or field execution resources, we have a solution designed for your situation.
Traditional consultants deliver strategies for your team to implement. We take accountability by being part of the implementation process.
Tim Weber
Vice President