Insights

Perspectives on data, AI and agents, industry by industry.

69 points of view from our industry teams — filter by industry or topic, or search. Figures in each article are sourced or labelled.

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Manufacturing Point of view · AI in manufacturing6 min read2026-09-22

Warranty cost is a lagging signal. Automotive quality teams can read it earlier

By the time warranty cost shows up in the P&L, the failure has been in the field for months. Joining claims, service reports, build records and supplier data turns warranty from an accounting line into an early-warning system — provided people keep the quality decisions.

3segments our manufacturing work covers: automotive, other manufacturing, and trading & distribution
Manufacturing Point of view · Operations & supply chain6 min read2026-09-10

Supplier risk lives where the systems meet

Parts go end-of-life inside decade-long programmes, certificates expire unnoticed and single-source suppliers wobble. In our delivered work, the risk was rarely in one system — it sat between PLM, ERP, quality and supplier records.

14standing agents in the SCIKIQ Agentic Decision Platform
Manufacturing Point of view · Operations & supply chain5 min read2026-08-27

OEE and predictive maintenance stall on data, not algorithms

Most plants already have the machine signals and maintenance history to improve uptime. What they lack is a governed link between MES, CMMS, production plans and cost — and a clear line between what an agent may recommend and what a planner decides.

40+persona views, CEO to plant and depot, in an executive cockpit we built on one enterprise model
Manufacturing Point of view · Trading & distribution6 min read2026-08-14

Visibility stops at the distributor. Join primary and secondary sales to see past it

Manufacturers and trading houses sell through distributors and dealers, but primary sales live in SAP and secondary sales in a distributor management system. Until the two are joined on one golden record, schemes leak, stock is invisible and channel profitability is guesswork.

6value-chain stages, plan to finance, in one layered model we built on SAP plus a distributor management system
Manufacturing Point of view · Governing AI5 min read2026-07-30

Governing agents on the shop floor: observe, recommend, act — and know which is which

Manufacturing has safety, quality and money decisions that no agent should take alone. The answer is not to keep agents out, but to give each one an explicit autonomy level, an owner, and a ledger of the value it claims.

3autonomy levels — observe, recommend, act — in the agentic decision platform we built