Katalysis AI embeds into your engineers' daily workflows — automating quality checks, calculations, and MTO generation. It runs in private cloud with every tenant fully isolated, so your data and IP stay under your control. No rip-and-replace. Just more projects shipped, with the team you have.
Watch on YouTubeSpec in · audited deliverable out
Generic enterprise AI was built to summarize meetings and autocomplete code. It has never seen a piping & instrumentation diagram, doesn't know a valve tag from a line number, and was never designed to be right. In engineering, “mostly right” is a safety incident, a rework order, and a blown schedule.
It guesses the most plausible answer, flattens a spatial drawing into a bag of words, and can't show its work. Katalysis AI is different by design: a purpose-built extraction and quality engine that reads engineering documents the way your engineers do.
It locates tags using real spatial geometry — bounding boxes, orientation, directional search across the actual drawing. The same drawing produces the same result every time. It measures rather than guesses.
98–100% association accuracy¹Tag conventions, valve and instrument associations, line lists, and MTOs out of the box. It knows a 90°-rotated tag belongs to a different system, and that a code in a notes block is not a real component.
An append-only audit trail records every extraction and change — what, when, by whom, and what it replaced. Built-in quality checks validate output against engineering rules before anything reaches your team.
Runs inside your own cloud environment with every tenant’s data completely isolated and under your control — no shared model, no proprietary drawings pooled with anyone else’s. Your designs stay yours.
Copilot gives you a chat window. Katalysis gives you line lists, MTOs, and quality reports — the actual artifacts your engineers are paid to produce — with the manual extraction already done.
The engineering rules are built in — you don’t coax answers out of a chat box or hire someone to tune prompts. You get the same disciplined result on drawing #1 and drawing #10,000.
| Generic enterprise AI | Katalysis AI | |
|---|---|---|
| Built for | General office productivity | Engineering document intelligence |
| Understands drawing geometry | No — flattens to text | Yes — spatial, orientation-aware |
| Result on the same input | Varies; may hallucinate | Deterministic and repeatable |
| Domain conventions | None | Tags, valves, instruments, line lists, MTOs |
| Quality validation | None | Built-in engineering QC |
| Auditability | Black box | Full append-only audit trail |
| Data control | Sent to vendor cloud | Tenant-isolated, you control it |
| Output | A chat reply | Stampable deliverables |
¹ Association accuracy measured on Katalysis' internal validated P&ID test set. An independent benchmark on your own drawing set is available on request.
AI you own — not AI you rent. With Katalysis AI, the deployment, the data, the models, and the cost all stay under your control. That's a board-level position, not a feature list — and very few AI vendors can honestly offer all four.
Runs inside the cloud account you already operate and audit. No new vendor environment for your security team to vet.
Every tenant’s data is fully isolated and under your control — never pooled, never used to train someone else’s model.
Open-model architecture. Run open-weight models or your own — you’re never locked to one vendor’s model or roadmap.
Run open models for cost that scales with your team and your work — not an unbounded per-token meter.
+ Full governance — every extraction audited, every deliverable engineer-approved.
Take on more projects with the same team. Automate the repetitive engineering so the same headcount ships a bigger number.
Catch rework, scope, and calculation errors before they hit your schedule and your P&L. Quality that wins the next contract.
Diversify revenue across more contracts, and see early whether a new bet is actually working in the field.
Each module removes a slow, error-prone engineering deliverable — and every one of them shares the same secure, engineering-native, tenant-isolated core. Adopt one, or roll out the suite.
Turn RFQs and tender packages into structured, compliant responses — without the manual copy-paste marathon.
Read P&IDs spatially — extracting tags, valves, instruments, line lists, and MTOs with deterministic, auditable accuracy.
Audit process simulations for consistency and error before results drive a design decision.
Automate and validate process calculations against engineering rules, with every step traceable.
Build and stress-test project plans and schedules so slippage shows up before it costs you.
Generate stampable engineering deliverables straight from your source data and approved extractions.
We plug into your existing CAD, ERP, and PLM stack in days, not months. No rip-and-replace, no parallel system to maintain.
Quality checks, sizing calculations, and MTO generation run automatically — with full traceability on every output.
Your team inspects the diff and signs off. Katalysis only ships what an engineer approves — the judgment stays human.
Track capacity gained, cycle time saved, and errors caught in one view — the kind of impact you can defend to a P&L owner.
Katalysis AI is built for the people accountable for delivery: more projects, higher quality, and a portfolio that doesn't depend on any single contract.
Not a fit if you're still figuring out your engineering motion, or looking for a generic analytics dashboard.
Whether you bill by the hour or by the project — higher capacity, better quality, and a more resilient business
Same team, more projects. Automate the repetitive work so your engineers take on additional contracts without hiring.
Automated QA catches errors early. Higher quality output builds reputation — and reputation wins the next contract.
Full audit trails and regulatory traceability on every deliverable. No more last-minute compliance scrambles.
Track project performance, resource utilization, and delivery quality across your entire portfolio in real time.
Integrates with existing ERP, PLM, and CAD systems. No rip-and-replace — works alongside your current tools.
Automate calculations, checks, and documentation. Your best people spend time on design and problem-solving, not paperwork.
Whether you're on reimbursable or lump-sum contracts — more capacity, higher quality, and a more resilient project portfolio
Upstream, midstream, downstream. Free your engineers from P&ID markups and MTO drudgery so they can take on more projects.
Power generation, transmission, renewables. Electrical load analysis, grid integration studies.
Process manufacturing, chemical plants. Equipment specification, utility requirements, layout optimization.
Transportation, water treatment, smart cities. Civil engineering calculations, structural analysis.
Solar, wind, battery storage. Performance modeling, grid integration, economic analysis.
Petrochemicals, specialty chemicals, pharmaceuticals. Process optimization, safety analysis.
See how your team could handle more projects without growing headcount
¹ Measured on Katalysis' internal validated P&ID test set. An independent benchmark on your own drawings is available on request.
Pilots are underway with operators and EPCs in capital-intensive industries. Named partners and case studies will appear here as those engagements complete.
It's not about doing the same work faster — it's about what your team can achieve when the busywork is gone.
Modeled targets, not guarantees. They reflect the automatable share of engineering work — P&ID review, MTO generation, calculations, and documentation — running up to 80% faster, using the same assumptions as the ROI calculator. Your results depend on your workflow mix.
Reduces P&ID development time from weeks to days with automated equipment sizing and MTO generation.
Accelerates transmission planning with automated load flow analysis and protection coordination.
Automates process design and safety analysis to reduce engineering costs while improving quality.
Ready to see what your team could accomplish?
Most teams see clear leading indicators within the first few weeks of a pilot — errors caught, hours returned — with a full rollout following once the workflow is dialed in.
No. Katalysis sits on top of your existing CAD, ERP, and PLM tools with minimal IT lift. There is no rip-and-replace and nothing new for your engineers to babysit.
One technical contact, one business-unit sponsor, and access to the relevant systems. We handle the integration and the workflow setup.
Yes — by architecture, not just policy. Katalysis AI deploys inside your own cloud environment with every tenant’s data completely isolated, so your designs and IP stay under your control and are never pooled with anyone else’s. You decide where inference runs. Every run is auditable and traceable, on a security-first deployment architecture designed to meet your security team’s requirements.
Those are general-purpose copilots: they flatten your spatial drawings into text, guess the most plausible answer, and hand you a chat reply instead of a deliverable. Katalysis AI runs inside your own cloud with your data tenant-isolated under your control, and is built specifically for engineering documents — reading P&IDs spatially to produce deterministic, auditable line lists, MTOs, and quality reports rather than a confident guess.
Always. Katalysis AI surfaces work and flags issues, but ships only what an engineer reviews and approves. The judgment stays with your team.
No long-term lock-in · No new dashboards to babysit
Once you've decided we can solve the problem, the ROI calculator models the capacity gains and savings for your team size and project load — with every assumption exposed and adjustable.
Stop choosing between quality and throughput. Katalysis AI gives your engineers the capacity to do both — and gives you a number you can put in front of a P&L owner.
Based in India. Deployed in Norway. Incorporated in Singapore. Obsessed globally.