AI for Process Manufacturing

Your best expert and your best coach — in every worker’s pocket

Chirone captures expert knowledge, assesses every worker’s capability, and builds personalized daily plans that raise the whole team to top-performer level. A conversational companion on the floor, in the moment, whenever the answer matters.

Built on Microsoft Azure
Architecture reviewed by Microsoft
Multi-agent AI + RAG Architecture
Grounded in Learning Science
The Problem

The gap between your best people and everyone else is costing you

Manufacturing performance lives in people. When that knowledge walks out the door, what remains is inconsistency, guesswork, and avoidable errors.

5–30%

Effective capacity lost

Plants lose between 5% and 30% of effective capacity to inconsistent work practices, slow troubleshooting, and rework — driven by the knowledge gap between top performers and everyone else.

Knowledge walks out the door

A generation of experts is retiring at a pace manufacturing has never faced. U.S. companies spent nearly $900B in 2023 replacing employees — and that doesn’t capture the knowledge lost.

Training doesn’t transfer

Ebbinghaus showed that without reinforcement, most learning from a training event is inaccessible within days. A two-day course and a sign-off is not capability development.

The Knowledge Spiral

The complete knowledge cycle — for the first time on the shop floor

Chirone is the first platform built to run the complete SECI knowledge spiral in manufacturing. The same intellectual architecture underlying the Toyota Production System.

01
Socialization

Create the conditions for knowledge to flow

Delivered in partnership with Zinata — experienced manufacturing coaches with front-line credibility. They work alongside your training, operations, and IT teams from day one, creating structured conditions for tacit knowledge to pass between experienced and developing workers.

02
Externalization

Make what experts know accessible

Interview agents engage subject matter experts in natural conversation, drawing out knowledge they may not articulate unprompted. In-the-moment voice memos capture tacit knowledge on the floor, when it actually surfaces. Both flow into living SOPs.

03
Combination

Turn knowledge into capability infrastructure

From codified expertise, Chirone generates capability assessments for every team member and builds personalized development plans. It continuously scans the operational pulse — shift notes, deviations, OEE data — keeping learning focused on what's actually trending.

04
Internalization

Build lasting capability through daily practice

Workers engage daily through spaced retrieval and progressive challenge — the mechanisms cognitive science has established actually build lasting capability. Chirone prompts thinking rather than bypassing it. AI that builds capability, not dependency.

The Platform

Everything you need in a single system

Most organizations manage knowledge capture, training, and operations support through separate tools. Chirone unifies them — reducing complexity and closing the loop.

Expert Knowledge Capture

Structured interview agents and in-the-moment voice memos. Capture tacit knowledge where it actually surfaces — on the floor, not in a conference room.

Living SOPs

Not static documents in binders. Codified standards that represent the current best understanding of how work should be done, continuously updated as the organization learns.

Capability Assessment

Automatically establishes where every team member sits on the knowledge spectrum relative to the top-performer standard. A precise map of operational risk and opportunity.

Personalized Development

Every worker builds toward the same standard, but from exactly where they are today. Spaced retrieval, progressive challenge, daily engagement — not periodic events.

Real-Time Companion

Available before a critical step, during an unexpected event, whenever the answer matters right now. On any device, at the machine, on the floor.

Operationally Aware

Scans shift notes, deviation reports, OEE data, CAPAs, and changeover records. Learning stays focused on what's actually happening — not a generic curriculum.

Why Now

The window is open

A generation of experts is retiring at a pace manufacturing has never faced. AI adoption is creating pressure to prove human value alongside technology investment. The technology to run the complete knowledge spiral has only recently matured.

Toyota’s 2025 O-Beya deployment confirms the direction: even the world’s most sophisticated knowledge-based manufacturing system has concluded that AI is now necessary to sustain what culture and coaching alone cannot.

If that conclusion is right for Toyota, it is right for everyone.

$900B
Spent in 2023 replacing employees who left (U.S.)
$1T+
Target market in North America alone
30yrs
The SECI framework has been understood — now it can be run
1,200+
Peer-reviewed studies supporting spaced retrieval
What Makes Chirone Different

The only platform running the complete knowledge spiral

Every competing solution addresses one or two stages. None addresses all four. Chirone does — and it’s the only one designed around the cognitive science of how people actually build lasting capability.

Complete SECI cycle — not fragments

Tulip, Dozuki, and Poka each solve a piece. No existing solution runs the complete knowledge spiral from tacit capture through to daily capability-building.

Built on learning science, not just data

Most AI tools are built around workflow or data. Chirone is built around how people learn — spaced retrieval, progressive challenge, situated learning. Architectural, not incidental.

AI that builds capability, not dependency

Research shows negative correlation between AI tool usage and critical thinking when AI bypasses thinking. Chirone is explicitly designed on the other side — prompting thinking, scaffolding support that decreases as capability grows.

Builds client capability, not consulting dependency

Zinata works alongside your team from day one — and works itself out of a job by design. By year-end, your team sustains and extends Chirone independently.

Dual knowledge capture

Structured interview agents for deep knowledge extraction, plus in-the-moment voice memos captured on the floor when unexpected situations arise. Tacit knowledge captured where it exists.

Research Foundations

Grounded in decades of cognitive science

Chirone’s learning model is not a marketing claim. It is an architectural decision built on established research across knowledge creation, learning, and behaviour design.

N

Nonaka & Takeuchi

SECI Knowledge Spiral

The foundational framework for organizational knowledge creation, developed from studying Toyota.

R

Robert Bjork

Spaced Retrieval

Lasting capability is built by distributing practice across time with progressively increasing challenge.

L

Lave & Wenger

Situated Learning

Learning situated in the actual context of work produces far superior retention than abstract instruction.

B

BJ Fogg

Habit Formation

Sustainable behaviour requires motivation, ability, and a prompt at the right moment to converge.

Our Team

Built by people who know manufacturing

A founding team where every core member has performed their role previously in successful companies and startups, backed by advisors with deep connections across global manufacturing.

NP

Noel Peberdy

CEO

Founded, acquired, and sold companies with buyers including Thoma Bravo / QAD and Ernst & Young. Deep experience in manufacturing and supply chain transformation.

AD

Andy Durrant

President, Zinata

Leads Zinata's coaching operations. Led major manufacturing transformation and operational excellence initiatives across global teams.

AP

Alan Peberdy

President

Brings executive leadership and strategic vision to Chirone's operations and market growth strategy.

MC

Mariano Chicatun

Head of Development

Applied AI leader combining deep expertise in machine learning with industrial systems integration, MLOps, and multi-agent architectures.

EH

Ed Harrison

Head of Product

Brings product leadership experience to Chirone's platform development and go-to-market strategy.

KL

Kyle Layton

Head of Sales

Drives Chirone's commercial strategy with deep experience in enterprise manufacturing software sales and customer relationship development.

Board of Advisors

Trevor Miles PhD

Former VP Strategy, Kinaxis. AI expert with extensive reputation across global manufacturing.

Mike Wittman

CSCO, Designs for Health. Former VP Supply Chain, Mars North America and J&J. Principal Advisor, BCG.

Who We Serve

Purpose-built for complex process manufacturing

Our initial focus: North American process manufacturers with $500M–$15B revenue in food & beverage, health & wellness, pharma & biotech, and batch chemicals.

Food & Beverage

$733B market growing at 5.66%. Asset-intensive plants with high compliance demands and frequent unplanned events.

Health, Wellness & Pharma

$207B market growing at 2.9%. Regulatory-intensive environments where knowledge consistency is mission-critical.

Batch Chemicals

$39B market growing at 1.3%. Complex processes where the knowledge gap between operators has the most direct impact on quality and yield.

Ready to close the knowledge gap?

We’re working with design partners in Q2 2026. If your organization faces the knowledge challenge, we’d like to hear from you.

info@chirone.ai