Named agents that watch one domain each, ground in its 360, and recommend the next action — the reasoning layer over the mesh.
Each agent owns one job — collect cash, hedge aluminium, defend the OEM order book, diversify customers, bank energy/scrap & capex-ROI savings to delever, protect the export book, hold pricing, lift OEE. 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; BMW exports (58d), Tata/Mahindra (58d) and export OEMs (60d) drive the blended DSO.
Recommends. Run a collections sprint on the aged book + tighten export-LC and milestone billing — frees ~₹48 Cr toward the 48-day target.
Finding. Firm LME aluminium and energy prices are pressuring gross margin; EBITDA margin sits 3.0 pts below the 12% target.
Recommends. Extend metal pass-through clauses and hedge; reforecast H2 margin net of input inflation; tilt mix to machining & value-added.
Finding. ₹96 Cr of machined & value-added programs is at risk of non-repeat across the next four quarters.
Recommends. Trigger save-plays on at-risk programs; lock multi-year OEM platform & machined supply before the renewal window.
Finding. ₹540 Cr of content / new-platform whitespace; Toyota / TKM alone has ₹140 Cr of untapped raw-casting→machined→assembled upside.
Recommends. Cut Hero concentration — grow Maruti / BMW / Renault / Toyota and sell up from raw casting to machined & assembled modules.
Finding. ₹897 Cr of in-flight division revenue is still on the transformation path; FCC Rico (JV) + EV / New Mobility lags at 40% savings capture.
Recommends. Sequence FCC on a dated 90-day recovery plan — banks energy/scrap & automation savings and FCF for deleveraging.
Finding. Export OEM accounts (e.g. Export OEMs (Europe / NA) at 60d) carry conflicting payment/LC terms across plant CRMs and legacy systems.
Recommends. Reconcile term conflicts on the golden record; standardize export-LC / Incoterms to protect the export book (~22% of revenue).
Finding. Standalone plant/export tools discount at 12% vs 5% on governed SAP — straight margin leakage on commodity castings.
Recommends. Migrate the plant estimator & export-desk pricing onto SAP SD/CPQ with one price book and approvals; protect capex-ROI.
Finding. West India (Sanand / Hosur) runs lowest at 78% utilization with 120 open reqs — capacity already paid for.
Recommends. Lift OEE / utilization with common dispatch & Industry-4.0 automation; converts paid-for capacity into machined value-add.
Grounded in the live cockpit snapshot via Azure OpenAI.