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For engineering leaders tired of AI theater

AI that shows up in your P&L — not just in slideware.

Katalysis is an engineering execution platform that turns fragmented engineering knowledge into project certainty — catching the costly issues upstream, before they become variations, rework, or delays. It runs in private cloud with every tenant fully isolated, so your data and IP stay under your control. No rip-and-replace.

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Runs in private cloud · tenant-isolatedOil & Gas · Power · Manufacturing
run_01J3F · tender response
running · 00:38
$katalysis run tendy --in RFQ_pack_Q3.zip
01parse RFQ packageok
02map compliance matrix86 clauses
03draft section responsesok
04flag missing inputs2 found
05assemble responseok
Compliant tender, ready to submit
Clauses
86/86
Inputs flagged
2
Draft
24 pp
Where we sit

Three labs will win the model.
We intend to win our industry.

Foundation models are infrastructure — the power supply of this era. Like every infrastructure layer before it, it is consolidating to a handful of giants: the OpenAIs, Anthropics and Googles of the world. Katalysis is not one of them, and has no intention of being. We are the engineering that runs on top — and the labs are our suppliers, not our rivals.

The labs are our suppliers, not our rivals

We run on the best models available — frontier or open-weight — and swap them freely. We are not betting the company on one lab winning. Every advance in the underlying models is a free upgrade to Katalysis.

The value was never the model

It is reading a P&ID spatially, checking it against API, ASME and ISO, and producing a deterministic, auditable result an engineer signs their name to. A general model is built to sound right about everything; this has to be right about one thing. Different jobs.

Specialists win their domain

No operator ever built its own CAD. AWS built a data warehouse and Snowflake still became a giant beside it. Adobe invented the PDF and still does not own engineering markup — Bluebeam does. Horizontal platforms win breadth; specialists win depth.

It runs in your environment

Katalysis runs inside the cloud you already operate, every tenant fully isolated — no data pooled, nothing leaked, and you choose where inference runs. Your IP never leaves your control. That is a property of being the engineering layer, not a bolt-on.

The model is the feedstock. Katalysis is the plant.

Built for owners of engineering P&L

Project certainty

Surface the costly issues upstream — undersized lines, spec mismatches, scope gaps — before they become variations, claims, and slipped start-up dates.

Capital efficiency

A small engineering miss becomes million-dollar procurement waste and rework downstream. Katalysis catches it before the cost is committed.

Scalable expertise

Turn your best engineers’ judgment into leverage. Deliver more engineering capability without scaling headcount one hire at a time.

The platform

One engine. A suite of engineering modules.

Modules span the project lifecycle — Plan (define and procure better), Win (turn tenders into winnable bids), and Execute (deliver faster, with traceable output an engineer signs off). Each shares the same secure, tenant-isolated core. Adopt one, or roll out the suite.

WinLive

Tendy

Tender response

Turn RFQs and tender packages into structured, compliant responses — without the manual copy-paste marathon.

ExecuteLive

Veris

P&ID reviewer

Read P&IDs spatially — extracting tags, valves, instruments, line lists, and MTOs with deterministic, auditable accuracy.

ExecuteComing soon

Simera

Process simulation auditor

Audit process simulations for consistency and error before results drive a design decision.

ExecuteComing soon

Calculis

Process calculations

Automate and validate process calculations against engineering rules, with every step traceable.

ExecuteComing soon

Orbis

Planning & scheduling

Build and stress-test project plans and schedules so slippage shows up before it costs you.

ExecuteComing soon

Forge

Deliverable generator

Generate stampable engineering deliverables straight from your source data and approved extractions.

How it works

From spec to audited deliverable — in one run.

  1. 01

    Connect to your live workflows

    We plug into your existing CAD, ERP, and PLM stack in days, not months. No rip-and-replace, no parallel system to maintain.

  2. 02

    Automate the engineering drudge

    Quality checks, sizing calculations, and MTO generation run automatically — with full traceability on every output.

  3. 03

    Engineers review and ship

    Your team inspects the diff and signs off. Katalysis only ships what an engineer approves — the judgment stays human.

  4. 04

    Prove it in the numbers

    Track capacity gained, cycle time saved, and errors caught in one view — the kind of impact you can defend to a P&L owner.

Built for your bottom line

Do more with
the team you have

The work executives actually buy — protected margin, held schedules, and capacity you didn't have to hire for

2–3x

Multiply Project Capacity

Same team, more work delivered to plan. Automate the repetitive engineering so your senior people spend their judgment where margin is won or lost.

95%+

Quality That Wins Work

Automated QA catches errors early. Higher quality output builds reputation — and reputation wins the next contract.

Audit-Ready

Compliance Built In

Full audit trails and regulatory traceability on every deliverable. No more last-minute compliance scrambles.

Real-Time

Portfolio Visibility

Track project performance, resource utilization, and delivery quality across your entire portfolio in real time.

Enterprise

Fits Your Stack

Integrates with existing ERP, PLM, and CAD systems. No rip-and-replace — works alongside your current tools.

Always-On

Engineers Focus on Engineering

Automate calculations, checks, and documentation. Your best people spend time on design and problem-solving, not paperwork.

Industry applications

Built for capital-intensive industries

Whether you're on reimbursable or lump-sum contracts — protected margins, fewer downstream surprises, and more certain delivery

O&G
Primary Focus

Oil & Gas

Upstream, midstream, downstream. Catch P&ID and MTO errors upstream, before they become rework, procurement misorders, or claims.

  • ·Automated P&ID review & sizing
  • ·Safety system calculations
  • ·Audit-ready compliance docs
Highest margin impact
P&E
Growing

Energy & Power

Power generation, transmission, renewables. Electrical load analysis, grid integration studies.

  • ·Load flow calculations
  • ·Protection system design
  • ·Environmental impact assessments
High projected impact
MFG
Expanding

Manufacturing

Process manufacturing, chemical plants. Equipment specification, utility requirements, layout optimization.

  • ·Production line design
  • ·Material handling systems
  • ·Quality control procedures
Strong projected impact
INF
Pilot

Infrastructure

Transportation, water treatment, smart cities. Civil engineering calculations, structural analysis.

  • ·Structural load calculations
  • ·Traffic flow optimization
  • ·Environmental compliance
Promising early results
REN
Fast Growth

Renewables

Solar, wind, battery storage. Performance modeling, grid integration, economic analysis.

  • ·Energy yield calculations
  • ·Storage system design
  • ·Financial modeling
High projected impact
CHM
Proven Fit

Chemicals

Petrochemicals, specialty chemicals, pharmaceuticals. Process optimization, safety analysis.

  • ·Reaction kinetics modeling
  • ·Separation process design
  • ·HAZOP automation
High projected impact

See how your team could deliver with more certainty — and protect margin on every project

The benchmark

The hard part of AI isn't the answer. It's knowing it got better.

Models, methods and prompts change every week. When they do, almost no one can answer the only question that matters: did the output actually get better — or just different? Most teams ship changes on instinct and hope.

We don't. Every Katalysis output is scored against a validated engineering test set, so a change only ships when it provably improves the result — and we can say how a given model or method performs on real engineering work, not a generic leaderboard.

Regression-proof

A change ships only when it beats the previous version on the test set — never on instinct, never on a demo that happened to look good.

Model-agnostic

Score any model — frontier or open-weight — on the same engineering tasks. Swapping models becomes a data decision, not a guess.

Domain-true

Measured on real P&IDs, line lists and MTOs — the work your engineers are paid to produce — not a generic language leaderboard.

Where this goes

We're building this into the benchmark for engineering AI — a rigorous, domain-specific standard for judging whether an engineering-AI system is actually any good. The intent is to open it up. The team that defines how a field is measured tends to define the field.

¹ Today, accuracy is measured on Katalysis' internal validated P&ID test set (98–100% association accuracy). An independent benchmark on your own drawing set is available on request.

Proof, not promises

What we’ve put through Katalysis AI so far.

98–100%
P&ID association accuracy¹
6
Engineering modules (2 live today)
50,000+
Engineering hours analysed

¹ Measured on Katalysis' internal validated P&ID test set. An independent benchmark on your own drawings is available on request.

Engineering standards & codes
APIASMEIECIEEEISOANSINORSOKATEX
Design partners

Pilots are underway with operators and EPCs in capital-intensive industries. Named partners and case studies will appear here as those engagements complete.

Modeled outcomes

The impact, modeled honestly

The real return isn't faster engineering — it's the downstream cost that never gets committed: the variation avoided, the rework caught, the start-up date held.

0%
Faster per project
Take on more work with the same team
0%
Error detection
Quality that earns repeat business
0%
Faster deliverables
More throughput, fewer bottlenecks

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.

O&G
P&ID automation
Oil & Gas

Reduces P&ID development time from weeks to days with automated equipment sizing and MTO generation.

P&E
Load studies
Power & Energy

Accelerates transmission planning with automated load flow analysis and protection coordination.

CHM
Process design
Chemical

Automates process design and safety analysis to reduce engineering costs while improving quality.

Ready to see what your team could accomplish?

Before you ask

The questions every P&L owner asks first.

How long until we see impact?

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.

Do we need to change our core systems?

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.

What's required from our side?

One technical contact, one business-unit sponsor, and access to the relevant systems. We handle the integration and the workflow setup.

Is our data and IP safe?

Yes — by architecture, not just policy. Katalysis AI deploys inside private 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.

Why not just use Copilot, ChatGPT, or Gemini?

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 private 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.

Does an engineer stay in control?

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

For the budget conversation

Need to defend the spend internally?

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.

Open the ROI calculator

More projects.
Same team. Better quality.

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.