The reliable spine
The reliable spine is non-AI workflow, arithmetic, integrations, approvals and reporting for Cluster complaints and rejects to the few root causes.
Rubber & Tyres
Cluster complaints and rejects to the few root causes
Field returns, OEM complaints, line rejects and internal rejections live in scattered notes; nobody can say which compound, mould/cavity, press, casing source or shift drives most of the cost-of-poor-quality. For tyres it is field failures and warranty; for components it is cavity rejects and bond failures; for retreads it is de-bonding and blow-outs; for belts and hoses it is field life and splice failures.
Who has it
All segments, strongest for moulded and extruded component makers (cavity and bond rejects) and for retreaders and rubber-processing units (retread failures).
What we build
A clustering layer over complaint records, reject sheets, warranty claims and rejection notes that groups defects by product, compound/recipe, machine/mould/cavity, casing source, shift and customer, surfacing the few root causes carrying most of the cost. The action (corrective action, recipe change, supplier debit) stays with a person.
What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
Where AI helps
AI is limited to bounded reading, extraction, matching, clustering or drafting from the firm's own data for Cluster complaints and rejects to the few root causes; it never owns the number, the approval, the promise or the decision.
Who signs off
A named person signs off anything touching money, stock, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.
What changes day to day
The plant fixes the two or three causes that matter instead of chasing every complaint. Complaint-credit and warranty value drop on the worst accounts.
Illustrative outcome
The plant fixes the two or three causes that matter instead of chasing every complaint. Complaint-credit and warranty value drop on the worst accounts. Illustrative; final numbers come from your own data.
Illustrative; final numbers come from your own data.
Path to the build
How this one gets built.
Book a free 60-minute call, then a free Blueprint on the firm's own records. Deep-dive and build, followed by run and govern so the workflow keeps paying back.
Related builds
What tends to pair with this one.
Same industryPlain-English questions over vetted plant and finance dataSee what we buildSame industryBIS test records and ISI-marking evidence that assemble themselvesSee what we buildSame industryOne daily view of cash, stock and marginSee what we buildAuto Components & AncillaryAnomaly and exception alertsSee what we buildAutomotive DealershipsAnomaly and exception alertsSee what we buildFinancial Services & NBFC Back-OfficeAML triage and exception / anomaly alertsSee what we build
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