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Named agents that watch one domain each, ground in its 360, and recommend the next action — the reasoning layer over the mesh.

Valvoline Cummins Private Limited · FY25 (Apr'24–Mar'25, audited)
Leading MNC / private aftermarket lubricants brand in India — single-digit share, premiumising
500 employees · 1 plant + regional DCs · 6 export markets
🏭 Operate the plant & networkStep 2 of 5 · let an agent act on the alertControl TowerPremium & Programs 360All journeys
🌐 Enterprise 360 modules· on AI AgentsBrowse all 31 views ▾
● LiveBuilt forMD / Strategy· a standing team that never sleepsFunction owners· their domain, watched & promptedAnyone· ask a grounded question

Each agent owns one job — collect cash, tame base-oil cost, defend the OEM & programs book, premiumise beyond commodity mineral, bank Aramco-sourcing & synthetic savings into returns, protect the export & OEM book, hold pricing discipline, lift plant 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.

Data backing: live across cash · base-oil & supply · customer · premium & programs · transformation · pricing · workforce — each agent reads its governed 360
The standing team

Eight agents, each watching one domain

Every card reads the same governed data its 360 shows — a live finding, the recommended move, and the value at stake.

Collections Agent

Cash 360
Watches AR aging & DSO by distributor / channel

Finding. ₹30 Cr of receivables is >60 days late; distributor credit, slower industrial B2B terms and export receivables drive the blended 38-day DSO.

Recommends. Run a collections sprint on the aged book + tighten distributor credit and export LCs — frees ~₹39 Cr toward the 32-day target.

Value at stake · High confidence
₹39 Cr
Open Cash 360

Base-Oil Cost Agent

Base-oil & Supply 360
Watches base oil (Group II/III), crude & USD/INR exposure

Finding. Firm imported base-oil prices (~55-60% of COGS) and a soft rupee are pressuring margin; EBITDA margin sits 1.6 pts below the 13.5% target.

Recommends. Lean on Aramco Group II/III sourcing synergy, hedge USD/INR, and sequence SKU price actions; tilt the mix to synthetic & specialties to offset base-oil inflation.

Value at stake · High confidence
1.6 pt margin
Open Base-oil & Supply 360

Programs-Renewal Agent

Premium & Programs 360
Watches OEM & industrial programs + premium retail approaching renewal

Finding. ₹106 Cr of Cummins Premium Blue OEM, industrial-rate and premium retail programs is at risk of non-repeat across the next four quarters.

Recommends. Trigger save-plays on at-risk programs; lock multi-year Premium Blue OEM offtake and industrial annual-rate (Ultramax) contracts before the renewal window.

Value at stake · High confidence
₹106 Cr
Open Premium & Programs 360

Premiumization Agent

Customer 360
Watches commodity-mineral concentration & cross-portfolio whitespace

Finding. ₹250 Cr of cross-portfolio / new-order whitespace; National distributor network (~450) alone has ₹160 Cr of untapped synthetic → industrial → OEM-genuine reach.

Recommends. Cut commodity-mineral dependence — grow SynPower/MaxLife synthetic, Ultramax industrial and Premium Blue genuine oil, and cross-sell across the portfolio.

Value at stake · Medium confidence
₹63 Cr
Open Customer 360

Shareholder-Returns Agent

Programs 360
Watches Aramco sourcing / synthetic / digitization programs & capex-ROI

Finding. ₹720 Cr of in-flight brand revenue is still on the transformation path; Ultramax lags at 68% program capture.

Recommends. Sequence Ultramax on a dated 90-day recovery plan — banks Aramco-sourcing & premiumisation savings and FCF into dividends to the two parents.

Value at stake · High confidence
returns
Open Programs 360

Channel-Master Agent

Customer Master
Watches export & OEM contract/LC terms & golden-record conflicts

Finding. Export & OEM accounts (e.g. South Asia export distributors at 52d) carry conflicting payment / LC terms across plant, DMS & ERP systems.

Recommends. Reconcile term conflicts on the golden record; standardize export-LC / Incoterms and OEM / distributor payment terms to protect the export & OEM book.

Value at stake · High confidence
risk
Open Customer Master

Pricing Agent

Pricing 360
Watches discount & win-rate by pricing tool

Finding. Standalone plant / legacy estimators discount at 8% vs 5% on governed SAP — straight margin leakage on distributor & B2B pricing.

Recommends. Migrate distributor, OEM & industrial pricing onto SAP SD/CPQ with one price book and approvals; protect realization.

Value at stake · Medium confidence
₹6 Cr
Open Pricing 360

Plant-Utilization Agent

Workforce 360
Watches Ambernath / DC utilization & open requisitions

Finding. R&D / Technology (Ambernath lab) runs lowest at 80% utilization with 6 open reqs — capacity already paid for.

Recommends. Lift utilization with common scheduling and Ambernath blending automation; converts paid-for blending & fill capacity into throughput.

Value at stake · Medium confidence
+margin
Open Workforce 360
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