Company

Why TameChaos exists

Real-world systems are chaotic — noisy sensors, shifting conditions, designs scattered across a dozen documents, and experiments that are hard to run, compare, and trust. We build the software that tames it: design authority in Studio, execution on the authoritative edge runtime, and oversight across your own fleet.

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The problem

Sensor-driven systems are hard to design and hard to study

Getting a real-world system built means specifying it — what it is made of, how it is wired, what each part costs — and that work usually lives in drawings, spreadsheets, and someone's memory, out of sync with each other. Then running it means wrangling real and virtual sensors, physics and inference models, and experiments that have to be repeatable to be worth anything. Most teams stitch all of it together from scripts and spreadsheets, and the hardest part — learning across many deployments — never happens at all.

What we build

Design authority in Studio. Execution on the edge.

TameChaos Studio is the experimental design system for sensor-driven systems: model the system, draft its control topology, mock up its operator views, and document what you intend to build — on Mac, iPad, iPhone, and Windows. The edge runtime executes it; the cloud aggregates across your own fleet. One loop: Design → Run → Improve.

Design
Model the system in Studio — the facility, the process, the control topology, and the operator views — drawn with symbols compatible with ISA-5.1 and IEC 60617.
Run
Execute experiments and simulations on the edge — the authoritative runtime — against real hardware, a simulated system, or a hybrid of both.
Improve
Aggregate like-processes across your own fleet and compare them edge to edge. Refining the physics and inference models from that data is the next phase.

See all four products

Leading with design is not leaving the edge

Studio comes first because it is where most work starts — the edge is reordered in sequence, not in importance, and it remains the authoritative runtime. Studio owns design-time authority: the systems model, the vocabulary, the symbols, the parts selected against them. The runtime owns execution, physics, and measured reality. The two meet at a project package that describes itself, so a runtime can read a design on its own terms — and a design never overrules what a running system measures.

The vision

A fleet gets smarter from its own operation

The edge runs your experiments; the cloud is the non-authoritative aggregation layer for your fleet. Today it oversees your edges and aggregates like-processes across them. Next, it refines the physics and inference models from that aggregated data and publishes them back for edges to pull and adopt — a fleet-learning loop scoped entirely to your own fleet.

What we believe

Principles we build on

These are architectural commitments, not slogans — the same ones every one of the four products is built around.

Design authority and runtime authority are different jobs

Studio is the authority on the design — the systems model, the vocabulary, the symbols, the parts selected against it. The runtime is the authority on execution and on what a system actually measured. A design never overrules a running system.

The edge stays authoritative

Execution belongs to the runtime, and today that runtime is the edge server — it owns the real-time loop. The cloud observes, aggregates, compares, and suggests; it never starts, stops, or mutates a live run.

A fleet learns from its own operation

Aggregation and model improvement are scoped to a single owner’s fleet. There is no cross-tenant data or model sharing — your fleet learns only from itself.

Publish-and-pull, never command

Improved templates and models are published back for edges to pull and adopt on their terms. The cloud suggests; the edge decides.

Honest about phasing

We say what ships today and what is still ahead. Fleet oversight and like-process aggregation are here now; the bill of materials and its budgetary costs arrive with Studio’s first release; the model-improvement loop is the phase after that. We would rather be clear than over-claim.

What we are not

Where we draw the line

Being clear about what TameChaos isn't keeps the positioning honest. We design and document real-world systems, run experiments against them, and aggregate what a fleet learns from its own operation — we don't replace the systems that run your operation, and we don't buy your parts.

Not a certified safety-critical control system.It is for designing systems and running experiments against them — not certified life-safety or fail-operational control.
Not a SCADA/DCS replacement.It works before and alongside the systems that run your operation, not in place of them.
Not certified against the standards we draw.Our diagram symbols are compatible with ISA-5.1, IEC 60617, and IEC 61131-3, and we name those standards for what they are — compatible with a standard is never certified to it.
Not a P&ID editor.Standards-conformant symbols make a drawing faithful to the conventions your discipline already reads; they do not turn a design and documentation environment into a P&ID tool.
Not a purchasing system.A design yields a bill of materials with budgetary, freshness-stamped costs for planning. There are no quotes, no purchase orders, and no ordering rail — we help you specify what to buy, not buy it.
Not cloud-centralized control.The edge stays authoritative. The cloud never starts, stops, or mutates a live run — it observes, aggregates, and suggests.
Not a MATLAB/Simulink clone.It designs, runs, and studies real and simulated sensor-driven systems end to end, rather than serving as a general numerical-computing environment.
Not a standalone historian.Recording and aggregating history is part of the loop, not the whole product — the point is to design, run, and improve, not only to store.

Where it comes from

Built from control-system, simulation, and field-observation experience

TameChaos is founded by Jeffrey L. Mitchell — Founder and Principal Engineer — drawing on 35 years of engineering. It starts in aerospace, designing flight controls and FADEC engine-control systems where the controller has to be right in real time, every time, and runs on through dynamic simulation and airframe structural analysis, manufacturing logistics and automation, and decades of software. Across all of it the hard part was the same — sensing, modeling, running, and trusting real-world systems, with the right tools never quite in one place. TameChaos is what that work kept asking for: somewhere to design the system properly, an authoritative runtime to prove it out, and a fleet that learns from its own operation.

Aerospace control systems

Flight controls and FADEC — full-authority digital engine control — where the system on the edge has to decide correctly in real time, every time.

Physics & simulation

Dynamic simulations and airframe structural analysis — modeling how real systems behave before they are ever built, flown, or run.

Manufacturing & automation

Logistics and factory automation — instrumenting, observing, and controlling physical processes on the floor, at scale.

Software engineering

Decades tying sensing, modeling, and control together in software — the through-line that became TameChaos.

Who we are

Founder-led, out of Birmingham, Alabama

TameChaos is founded and led by Jeffrey L. Mitchell, Founder and Principal Engineer, and headquartered in Birmingham, Alabama. It is built for the people who design and run real-world, sensor-driven systems — and we would love to hear from you.

More company details are on the way

A formal entity name and registered address will be published here as we move toward general availability. We don't have a phone line yet — the contact page is the fastest way to reach us.

Get in touch

Questions about Studio, a larger fleet, or partnering with us? We would love to hear from you — or request beta access to start taming the chaos.