Guides, checklists and definitions written for the plant director who has to approve a pilot, the formulator or color-matcher who has to live with it and the quality manager who has to defend it in an audit.
Illustrative scenario: Plant run · one architectural deep tint base from dosing to pallet · bead mill, let-down tank, tint station, filling line. Not a measured run.
Each guide is written up with a design partner and shared on request. The summaries below are what they cover.
The qualification criteria we use: production volume or product value, existing dispersion, tinting, color-management, inspection and MES systems with API or OT access, an executive mandate on yield, rework, waste, solvent or energy, and a defined success metric for a paid pilot.
How Delta-E first-time-right and retint rate, re-mills and mill energy, solvent per batch and viscosity variance, and contamination and fill rejects are defined and baselined, and where each number comes from in the plant.
Shadow, assist, bounded and exceptions: what the agent does, what the person does and what gate moves a loop from one stage to the next.
How the audit log, color-standard citations, VOC accounting and batch genealogy sit under ISO 9001, VOC and REACH rules and customer color standards, and what Tinteon deliberately does not take over.
The systems a design partner inventories before shadow mode: mill and disperser PLCs, tint dispensers, spectrophotometers, inline rheometers, filling lines, inspection, lab, MES, cameras, meters, and the access each needs.
Tenant isolation, formula and color-standard protection, what stays on site, what can transfer as federated, IP-isolated learning, and the on-prem option.
Every Tinteon run is an ordered, inspectable sequence. This is run_scn_01, an illustrative scenario: Plant run · one architectural deep tint base from dosing to pallet · bead mill, let-down tank, tint station, filling line. Scenario complete · batch inside spec · one human approval at the tint station.
Plant Orchestrator · Pulled the formula, the customer color standard and its tolerance, the viscosity and solids spec, the raw-material lot records and the product's VOC limit from the coatings MES and the lab system; locked the target envelope for the run.
Plant Orchestrator · Simulated 24 candidate dispersion, let-down and tint paths on the Coatwin as-made twin; ranked them on predicted Delta-E, fineness margin, viscosity, solvent use, energy and takt, and discarded every candidate that moved outside the customer tolerance or the VOC limit.
Dose-and-Disperse · Held mill energy, media temperature and residence to the predicted fineness curve from mill power and spectral reflectance, trimming inside the formula window instead of grinding to a fixed time and checking the Hegman gauge afterward.
Letdown-and-Thin · Predicted viscosity from inline rheology, temperature and solids during let-down and converged on spec with two resin additions and one solvent addition instead of the standing four, inside the formula window; no stability risk was flagged.
Tint-and-Color · Read the batch's spectral curve against the customer standard, predicted the colorant additions and dosed the first pass; the draw-down read inside tolerance on Delta-E after one addition, with one retint still available under the declared limit.
Defect-and-Inspect · 12 camera and spectral streams at the plant edge: color, gloss, hiding power, fineness and seed checks on the batch, fill-weight and label checks on every pail; two seeds were attributed to one filter cartridge and Filter-and-Fill scheduled the change.
Plant Orchestrator · The lowest-solvent candidate wanted a second colorant addition beyond the declared retint limit to tighten Delta-E further. Held for the shift color-matcher, who kept the customer tolerance untouched and approved one bounded addition with a tighter draw-down check.
Filter-and-Fill · Filtered through the fresh cartridge and filled pails to exact weight using fill-weight and foam feedback from inspection; the filler corrected upstream instead of rejecting downstream.
Robot-and-Handling · Moved filled pails to the pallet inside the declared safety zone with a simulation-validated handling policy; one pallet-pattern change was executed after the zone check cleared.
Quality-and-Conformance · Batch released: raw-material lots, grind profile, let-down moves, colorant additions and spectral curves, inspection outcomes, VOC and solvent use and every human decision written to the batch genealogy and checked against spec.
Every tool invocation, argument and result is written to an immutable, human-readable log, and every reasoning step is expandable. Nothing about a run is hidden from the plant. The log below is the scenario run, not a measured one.
Goal, plan, thought, action, observation, exactly as the orchestrator would record it.
Disperse batch B-4471 to Hegman fineness, let it down to viscosity spec, tint it inside Delta-E of standard STD-2210, filter and fill it to exact weight and release it with full genealogy.
Simulate the whole batch on the twin first. Lead with fineness so the let-down gets the right mill base and the tint station gets the right color strength. Keep the customer tolerance and the VOC limit as hard constraints. Let the dispenser converge only inside the declared retint limit; hold anything beyond it for a human.
The standing practice grinds to a fixed time, lets down by four additions and tints by draw-down loops. With live fineness and viscosity prediction and a spectral color-match model the batch can land on the first pass. The saving is rework, colorant and solvent, not tolerance: the customer standard is never a candidate for optimization.
twin.simulate(candidates=24) → path #9: Hegman on target in one grind, three let-down additions, one colorant pass, lowest predicted solvent and energy per batch, takt met.
Path #9 wants a second colorant addition beyond the declared retint limit to tighten Delta-E further. The policy engine routes that single move to the shift color-matcher and permits the other seven writes.
Execute path #9 at the bounded stage: mill energy, let-down dosing and the first colorant pass proceed; inspection runs continuously; the extra addition waits.
Approval granted at 08:24:02 with the tolerance untouched and a tighter draw-down check. Two seeds were attributed to filter cartridge F-2 and Filter-and-Fill scheduled the change with a 40 second hold.
Scenario complete. The batch is released with raw-material lots, grind profile, let-down moves, colorant additions, spectral curves, inspection outcomes, VOC and solvent use and the human decision in the genealogy. No measured plant result is claimed; this is the run the platform is designed to execute.
The numbers Tinteon is engineered against, from the GPU utilization plan.
Design targets from the GPU utilization plan, all marked aspirational in the architecture. Nothing on this page is a measured plant result; measurements start when the first design-partner line runs in shadow mode.
Where the design comes from.
The quality and compliance procedures Tinteon's retrieval grounds on and its audit log is aligned to. Tinteon supports these records; it is not a certification.
The low-VOC and waterborne transition that makes color and rheology harder to control, coatings premiumization and color and SKU proliferation, reshoring, raw-material cost pressure and a retiring formulator and color-matcher workforce, arriving as spectrophotometry, machine vision, inline rheology, edge AI, robotic handling and coatings twins mature.
A plant does not go from manual to bounded control in one step. Tinteon makes the stage explicit per loop, auditable and reversible at any time, and some decisions never leave the person.
| Stage | What the agent does | What the person does | When |
|---|---|---|---|
| Shadow | Predicts fineness, viscosity, Delta-E, hiding power, contamination and fill faults; writes nothing | Runs the plant as today; compares predictions to the lab, the spectrophotometer and PLC outcomes | First phase with every design partner |
| Assist | Recommends bounded mill, let-down, colorant, filtration and fill moves with the evidence | A formulator, color-matcher or quality manager approves or rejects each one | After accuracy is proven against the baseline |
| Bounded | Writes low-risk dispersion, tinting and inspection setpoints inside documented formula, tolerance, VOC, equipment and rollback limits | Approves anything above the limits; reviews the shift record | After the quality and ROI gates agreed up front |
| Exceptions | Escalates anything outside its envelope, any move against a customer standard or VOC limit, and release decisions | Always decides these; the agent never does | Permanent |
Tinteon writes to production equipment in a chemical plant. Every capability is scoped, every write is policy-checked, every output is cited, and every action is written to an append-only audit log the plant owns.
| Item | Scope | Status |
|---|---|---|
| SOC 2 Type I | Cloud control plane | QUEUED Roadmap, first 6 months |
| SOC 2 Type II | Cloud control plane | QUEUED Roadmap, 6 to 12 months |
| ISO 9001 · VOC and REACH · customer color standards | Grounding and record-keeping | RUNNING Design basis for retrieval and the audit log |
| Per-tenant isolation | Data, memory, models | RUNNING Design rule |
| On-prem deployment | Formula-sensitive producers | RUNNING Design option |
Tinteon supports your quality and VOC records. It is not a certification and it does not replace your quality system or your permit.
Tinteon reads and writes through the systems already on the floor. No parallel historian, no new HMI, no rip-and-replace. Connectors are built against each design partner's stack first; long-tail integrations are out of scope for the first release.
PLC and controls of dispersers, bead, basket and horizontal mills, with mill power, media temperature and residence telemetry
Setpoint reads, guarded writes, interlocks untouched
Tint dispensers and colorant dosing systems
Colorant additions inside declared retint and additive limits
Spectrophotometers, draw-down cameras and color-standard libraries
Spectral curves and Delta-E in; cited matches out
Inline rheometers and viscometers, temperature and solids sensors, LIMS results
Continuous viscosity and stability state
Filtration skids, filling lines, fill-weight scales, labelers
Telemetry in; fill-weight and hold commands inside approved windows
Multi-camera and spectral stations for color, gloss, hiding power, seeds, foam, fill and label faults
Frames, fault events, hold recommendations
Orders, formulas, color standards, product specs, batch genealogy
Targets in, release records out
Plant and asset meters, solvent and VOC accounting; Isaac-driven drum, pail and tote cells
Hard constraints for scheduling; bounded handling
The three people in a coatings plant whose week changes when the process runs itself, and what each of them needs from Tinteon.
Owns production rate, quality, rework and yield, waste, solvent and energy, and compliance. Wants a plant that holds color and spec at higher rate with fewer interventions, and a number that justifies the spend.
Owns formulas, dispersion, tint and color-match process windows and yield. Approves and corrects the agents in assist mode; those corrections train the models.
Owns product quality under ISO 9001 and customer color standards, color and contamination conformance, VOC and REACH compliance, and batch genealogy. Needs every action grounded, cited and written to an immutable record.
IT/OT and EHS leads approve the deployment. There are no customer quotes on this site yet; design partners will speak for themselves when they choose to.
The questions plant directors, formulators, color-matchers and quality managers ask in the first meeting.
Only at the autonomy stage your plant has set, and only to an explicit allow-list of low-risk loops inside documented limits. Every design partner starts in shadow mode, where Tinteon predicts and writes nothing. Assist mode follows, where a formulator or color-matcher approves each recommendation. Bounded autonomy on dispersion, tinting and inspection loops comes after the quality and ROI gates agreed up front.
They are not optimization variables. The customer standard and its tolerance, the VOC and solvent limits under your permit and the batch release decision stay with your quality procedures and your people. Tinteon reads them, cites them and writes every reading to an immutable audit log attached to the batch genealogy. It is grounded in ISO 9001, VOC and REACH and customer color standards; it is not a certification and does not replace your quality system.
Tinteon sits above your existing automation as a supervisory layer. If it stops, the plant keeps running on its current mill, dispenser and filling-line control and the interlocks it already has. A Tinteon outage degrades the plant to the way it runs today, not to a stop.
The first phase is shadow mode on one line: Tinteon reads your spectrophotometer, mill and dispenser history, inline rheology, lab results and MES while you run the plant as usual, and we measure its predictions against your lab, your draw-downs and PLC outcomes. Recommendations start when accuracy is proven against that baseline, and improve as plant-specific history and color-matcher corrections accumulate.
Formulas, color standards, tolerance models and raw-material data are tenant-scoped and never used to train another customer's models. Retrieval is multi-tenant isolated and permission-aware. Cross-plant learning, where a customer opts in, is federated and IP-isolated. On-prem deployment is available for producers protecting sensitive formulas.
You are, the same as with any control strategy. That is why every write is policy-checked, bounded, logged and reversible, every output carries a citation to the formula, standard or procedure it relied on, and anything above your threshold waits for a named approver. The audit log records the request, the reasoning, the limits applied and the human decision.
As a design partner, on one line, with one hard metric: Delta-E first-time-right rate and retints, re-mills and mill energy, solvent per batch and viscosity variance, or contamination and fill rejects. We instrument the line in shadow mode, measure the baseline, move to assist mode when accuracy is proven, and expand only when the number holds.
Full multi-module autonomy across the whole plant, long-tail integrations beyond the design partners' stacks, and self-serve onboarding. The first release is one wedge workflow, its connectors, the agent loop with human checkpoints, the review console and the assurance-grade quality and VOC audit log.
Tell us who has to approve the pilot and we will send the guide written for them.
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