Named agents that watch one domain each, ground in its 360, and recommend the next action — the reasoning layer over the trading-house mesh.
Each agent owns one job — collect cash, watch steel / aluminium cost on a thin margin, defend the OEM / anchor supply book, cut Toyota Kirloskar Motor (TKM) concentration, scale new-energy & recycling yield, protect the export & supply book, hold tender pricing, lift service-centre & logistics utilization. They read the same governed data the 360s show, surface the live finding, and recommend the move. This is the reasoning layer over the mesh.
Every card reads the same governed data its 360 shows — a live finding, the recommended move, and the value at stake.
Finding. ₹45 Cr of receivables is >60 days late; OEM, Tier-1 and metals-trading dues drive the blended debtor days (52d).
Recommends. Run a collections sprint on the aged book + tighten OEM milestone billing and export LCs — frees ~₹50 Cr toward the 48-day target.
Finding. Metals is the largest division on a ~2.0% margin; a steel / aluminium price swing compresses an already-thin spread — EBITDA margin sits 0.4 pts below the 2.8% target.
Recommends. Push pass-through pricing & hedging, tilt mix to value-added supply, recycling and higher-margin lines, and reforecast H2 margin net of commodity moves.
Finding. ₹330 Cr of contracted OEM / anchor supply is at risk of non-repeat across the next four quarters.
Recommends. Trigger save-plays on at-risk contracts; lock multi-year Toyota-group / OEM supply schedules and machinery O&M / AMC before the renewal window.
Finding. Toyota Kirloskar Motor (TKM) is ~36% of revenue; ₹990 Cr of cross-division whitespace sits across the account base, with Toyota Kirloskar Motor (TKM) alone holding ₹220 Cr of untapped metals → parts → chemicals reach.
Recommends. Cut TKM concentration — grow Maruti / other OEMs & non-auto, and cross-sell metals, parts, chemicals & new-energy across the book.
Finding. ₹850 Cr of new-business revenue (green energy, rare earths, recycling) is still scaling; Green Energy (CleanMax Toyotsu) lags at 30% program capture.
Recommends. Sequence Green on a dated 90-day plan — banks ELV / recycling yield and new-energy run-rate, and FCF for reinvestment.
Finding. Export & OEM accounts (e.g. Metals & industrial customers at 55d) carry conflicting payment / LC terms across trading, service-centre & logistics systems.
Recommends. Reconcile term conflicts on the golden record; standardize export-LC / Incoterms and OEM payment terms to protect the export & supply book.
Finding. Standalone green-energy & export desks discount at 5% vs 4% on governed SAP / EDI — straight margin leakage on tenders.
Recommends. Migrate green-energy PPA, machinery & export pricing onto SAP / EDI CPQ with one price book and approvals; protect tender margin.
Finding. Machinery, Energy & Project (new business) runs lowest at 82% utilization with 9 open reqs — capacity already paid for.
Recommends. Lift utilization with common scheduling and service-centre / logistics automation; converts paid-for processing & logistics capacity into JIT throughput.
Grounded in the live cockpit snapshot — KAIZEN on Azure OpenAI.