Case Study · Edible Oil

From Excel chaos to real-time factory intelligence.

How India's largest sunflower-oil producer put eyes on everything that moves, weighs, flows and costs across four plants — and started running mornings on a live briefing instead of a Friday spreadsheet.

00Client Snapshot
Kaleesuwari Refinery Private Limited
Live in production · 140+ trips/day
Industry
Edible Oil & Food Processing
Revenue
₹5,000Cr+
Founded
1973
Headquarters
Chennai
Brand
Gold Winner India's leading sunflower oil
Plants
Chennai · Tuticorin Kakinada · Palani
ERP
SAP
Status
Live in production 140+ trips/day
The headline results

What changed when the factory floor became measurable.

Gate processing
0
5–15 min15–30 sec
Vehicle turnaround
4–6 hrs
3 days4–6 hours
Production-loss detection
Same shift
2–3 dayswithin the shift
Billing cycle
3–5 days
2–3 weeks3–5 days
01The Challenge

Four plants. Hundreds of tankers. Zero live visibility.

Kaleesuwari runs four plants and receives hundreds of tankers daily. SAP ran the financials beautifully — but the factory floor ran on something else entirely: paper gate passes, isolated weighbridge software, manual ledgers, and dozens of WhatsApp groups stitched together by phone calls.

The gap showed up everywhere it mattered. Vehicle turnaround time sat at three days. Production losses surfaced 48 hours late — long after the shift that caused them had gone home. Billing took weeks, and when a vendor's numbers didn't match, nobody could prove overpayment one way or the other.

The promoter's view of yesterday was a sanitized spreadsheet — reconciled, summarized, and a week too late to act on.

None of this was a software problem inside SAP. It was a problem of the physical world never reaching SAP — every weigh-in, every dock, every flow meter living in its own silo, reconciled by hand if at all. RunFactory was brought in to close exactly that gap.

02The Rollout

Prove the loop at one gate. Then scale it.

The approach was deliberately hardware-aware — connecting the existing Avery weighbridges rather than ripping them out — and strictly ERP-parallel: RunFactory never replaced SAP. It fed it.

1
Phase 1 · Tuticorin
Prove the loop at the first gate + weighbridge
Start small and honest. One gate, one weighbridge, one closed trip loop — wired into the existing Avery hardware to prove the data flows end-to-end before scaling anything.
GateWeighbridge
2
Phase 2 · Chennai (Manali)
Full dock + production monitoring at scale
Deployed 14 RFID kits for hands-free gate and dock identification, full dock and production monitoring, and 28+ flow meters attributing material movement line by line.
14 RFID kits28+ flow metersDock + Production
3
Phase 3 · Kakinada
Replicate the proven stack
With the loop proven and the playbook set, the third plant came online on the same gate-to-bill stack — faster, because the pattern was now known.
Plant rollout
4
Phase 4 · All plants
Bidirectional SAP sync + AI Plant Pulse
Bidirectional SAP sync went live — trips born from SAP orders, bills pushed back to SAP — alongside the AI Plant Pulse briefing spanning every plant. One morning view across the whole network.
Bidirectional SAP syncAI Plant Pulse
03The Results

When everything is measured, everything improves.

Gate & turnaround collapsed

Gate processing dropped from 5–15 minutes to 15–30 seconds — a 90% reduction. Vehicle turnaround fell from three days to 4–6 hours, and dock idle time is now measured for the first time.

Losses caught in the shift

Production-loss detection moved from 2–3 days after the fact to within the same shift. Energy is now attributed per line and per shift, so cost lands where it's actually incurred.

Billing & disputes resolved

The billing cycle shrank from 2–3 weeks to 3–5 days. With weighbridge, flow and dock data reconciled against SAP, vendor disputes are now rare — the numbers are provable.

Mornings start on a briefing

The founder now opens every morning with an AI Plant Pulse briefing across all plants — a live read of what happened overnight, not a spreadsheet reconciled at the end of the week.

The promoter used to wait until Friday to know what happened. Now he knows before coffee.
04A Representative Trip

One tanker, start to finish.

TRIP #KSR-Manali · Gold Winner bulk dispatch
End to end · 2h 45m
Trip created
from SAP order · 00:00
Gate-in
FASTag read · +00:08
Weigh-in
tare captured · +00:19
Dock
assigned · +00:34
Loaded
flow verified · +02:05
Weigh-out
net computed · +02:28
Gate-out
FASTag · +02:41
Bill pushed
to SAP · +02:45
We didn't replace SAP. We finally gave it eyes on the floor — and the factory stopped being a black box.
Kaleesuwari × RunFactory · Live across four plants

Your factory could be the next before-and-after.

Start with a 90-day pilot at one factory — fixed scope, fixed fee, measured ROI.