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Stamped Energy

Pharma

Pharma · load management and HVAC decisions verified on the bill

Pharma · load management, verified

Stamped Energy

From load spikes and HVAC waste to owned actions on the invoice.

Load management ₹ actions on the bill.

Pharma sites run chillers, HVAC, and batch utilities around the clock. Stamped finds avoidable load coincidence and idle utility waste, ranks the fix in rupees, and verifies it on the next DISCOM bill.

Load management for chillers, HVAC, and batch utilities. Verified on the DISCOM bill.

Physics & rules Foundation models Agentic prescriptions Bill verification

stamped.work

Pharmaceutical production line

Monday 07:05 · Utilities handover

Your pharma plant already has the data.

The incomer saw the MD spike when chillers and autoclave heat-up overlapped — a classic load-management miss. The EMS logged it. Nobody got a work order with a rupee figure.

Chillers and autoclave overlapped. A load spike with no ₹ work order.

07:12
Chillers and autoclave start together

Shift B brings heavy utilities online in the same window.

07:15
MD spike hits the incomer

EMS threshold crossed. Alert created. Still no assigned owner.

07:40
Batch schedule continues as usual

The bill will price this later. The floor never saw the fix.

Sample demand window
1,180 kVA

The EMS recorded the spike, but nobody was assigned to change the next utility sequence.

~₹36k Monthly demand impact [~]
0 Work orders issued

Why savings get missed

The systems are there. The handoff is not.

Most plants already meter and log. What breaks is the step between an alert and an owned action that finance can later see on the bill.

Meters and EMS exist. The owned action that hits the bill does not.

SCADA

Live process signals and historian tags.

Has: AHU, chiller, batch utility states
Missing: owner, due date, ₹ impact

EMS

Trends, thresholds, and unread alerts.

Has: load spike logged at 07:05
Missing: who acts before next shift

Meters

Interval kWh and demand windows.

Has: MD window and HVAC load profile
Missing: link to a floor sequence change

DISCOM bill

The scoreboard finance already reviews.

Has: MD, energy, PF line items
Missing: ops trail that explains the ₹
No assignment → no floor action → bill settles unchanged
MD locked for the month

Once the demand window prints, the coincidence cost is already on the invoice.

Review arrives too late

Weekly energy meetings discuss last week. The shift that caused it has already moved on.

Finance sees ₹ without a trail

The bill moves, but nobody can show which owned action closed which line item.

What Stamped does

From a plant signal to an assigned job.

Stamped sits on top of the EMS and EnMS you already run. It reads HVAC, chiller, and batch utility data, finds load-management and idle-waste opportunities, issues a ranked action in rupees, and closes the result on the next bill.

01

Read existing signals

HVAC, chiller, and batch utility meters, BMS and PLC states, and utility line items. Read-only. No control writes to the plant.

02

Rank fixes in ₹

Rules, models, and agents turn findings into prescriptions with why, owner, effort, and expected bill impact.

03

Reach the floor

The shift supervisor gets the task where they already work, with a due time and a clear action.

04

Verify on DISCOM

Potential and realised savings are checked against the same bill lines finance already reviews each month.

Software-only Read-only OT Pilot first Proof before subscription

Sample prescriptions

A clear action, priced on a bill line.

Each card is an owned work order: what to change, who does it, when it is due, and the expected ₹ impact. Click to flip and see the backing evidence [~].

Tap a card to flip from the decision to the evidence [~].

Execution channel

On the floor

The action reaches the floor.

The prescription arrives as assigned work. Its status changes when the supervisor acts, not when the next review meeting happens.

Open

Prescription issued with owner, due time, and ₹ impact.

In progress

Supervisor acknowledges and sequences the startup stagger.

Completed, ready to verify

Tracked against the next billing cycle MD / energy lines.

Measurement and verification

Verified on the bill.

A saving counts only when operating data and the matching DISCOM bill line both move. Finance and plant review the same numbers.

Savings count only when the DISCOM bill line moves.

Potential
₹4.0L [~]
Realised
₹3.4L [~]
Ledger line Baseline Action Status
MD stagger · chiller/autoclave Apr MD peak 10-min chiller lag VERIFIED
AHU Suite 3 setback Idle suite hours Setback SOP PENDING
Tariff window import Peak grid draw Dispatch nudge IN REVIEW

Sample ledger for walkthrough · labelled [~] · not a customer guarantee

Technology

The stack behind every prescription

Each recommendation is produced by industrial rules, domain foundation models, and an agentic layer that turns findings into owned floor work, then closes the result on the bill.

Rules, foundation models, and agents turn findings into owned floor work closed on the bill.

01 · Physics

Industrial physics and rules engines

Versioned rule packs for plant energy behaviour, built from published research in energy management, power systems, and equipment efficiency.

  • Load management, HVAC idle, chiller staging, batch-gap utilities, tariff dispatch
  • PF and tariff arithmetic tied to utility line items
  • Every finding cites a rule version a plant EE can review
02 · Models

Domain foundation models

A set of models trained for industrial energy work, not a single generic chatbot on top of meter data.

  • Load and demand forecasting models
  • Pattern and anomaly models for waste detection
  • Equipment efficiency and tariff-aware dispatch models
03 · Agents

Agentic AI for prescriptions

Agents read structured findings and draft the floor action: what changes, why it matters, who owns it, effort, ₹ impact, and due time.

  • Ranks the queue so high-₹, low-effort work surfaces first
  • Keeps numbers tied to the finding and tariff line
  • Produces text supervisors can act on without a new dashboard habit
04 · Closure

Bill-linked verification

Prescriptions are priced onto DISCOM line items and closed with an M&V plan locked at issue time.

  • Potential vs realised tracked per action
  • Evidence exportable for plant, finance, and assurance
  • Same ledger feeds intensity and sustainability workpapers
Read-only OT No PLC writes Multi-plant ready

Auditability and sustainability

A full trail from action to bill to evidence pack.

Closed prescriptions leave a record plant, finance, and assurance partners can reuse. Sustainability numbers come from the same actions, not a second system.

Full trail from action to bill. Sustainability evidence from the same closures.

Auditability

  • 1Immutable trail: issued → viewed → acted → verified
  • 2Potential vs realised ledger tied to DISCOM bill lines
  • 3IPMVP-style M&V plan locked when each prescription is issued
  • 4Exportable workpapers for plant EE, finance, and assurance partners

Sustainability

  • 1Verified kWh, intensity, and tCO₂e with factor disclosure from the same actions
  • 2Evidence adjuncts for ISO 50001 opportunity closure
  • 3BRSR / PAT workpaper inputs. We do not file ESG returns for you
  • 4We do not replace EnMS or certify the plant. We close ops into proof those systems need

For teams that already run EnMS, renewables, and intensity programmes, and still need day-to-day actions that show up on the invoice.

Where pharma electricity cost usually hides

Five areas we check first in pharma

First places we look when a pharma plant already meters HVAC and utilities — and still sees avoidable ₹ on the HT bill, especially from load management gaps.

First places we look — including load management — for avoidable ₹ on a pharma HT bill.

Load management

  • Chiller + autoclave overlap
  • AHU bank coincidence
  • Contract demand headroom
Bill line · MD (kVA)

Sample: chillers and autoclave heat-up in the same window

HVAC / cleanroom

  • Overcool in idle suites
  • AHU full duty off-batch
  • Simultaneous bank starts
Bill line · Energy (kWh)

Sample: Suite 3 HVAC at full duty with no batch tag

Chillers & utilities

  • Staging discipline
  • Unload / bypass hours
  • Purified-water run-on
Bill line · Energy + MD

Sample: second chiller online into the same demand window

Batch gaps

  • Utilities across changeovers
  • Idle CIP / WIP holding
  • Non-critical loads left on
Bill line · Energy (kWh)

Sample: utility island left running across an idle window

Tariff / intensity

  • Peak import timing
  • kWh per batch drift
  • TOU mistiming
Bill + batch tag

Sample: peak grid draw during a non-critical utility window

Monthly HT bill About 15% often addressable [~] Cost of waiting 90 days
₹30L₹4.5L / month₹13.5L
₹60L₹9L / month₹27L
₹1Cr₹15L / month₹45L

Indicative ranges from comparable plants [~]. A 90-day proof run replaces estimates with figures from your DISCOM bills.

How we engage OT

Read-only first. Clear boundaries.

What we are not

  • EMS / SCADA replacement
  • ESG-first carbon platform
  • Hardware or metering vendor
  • PLC / DCS control writes
  • Another monitoring dashboard

How we engage OT

  • Read-only data access only
  • No new hardware in Phase 1
  • NDA before plant data leaves the site
  • Data returned on exit, with no lock-in
  • Single-site proof before multi-plant rollout
Modbus · OPC-UA · MQTT Incomer + bills first Group-ready after proof

2-minute walkthrough

How Stamped works, end to end

Connect plant data, issue a prescription in rupees, hand it to the floor, and verify on the bill.

Connect, prescribe, hand off, verify.

The video follows the same sequence shown here. Pause whenever a point needs discussion.

Sample workspace

Simulated data, not your plant

Simulated sample

90-day bill verification

Proof Run

Start with one HVAC / utilities island or production block. Plant and finance review the same M&V memo. Go or no-go at Day 90.

One utilities island. Joint M&V memo. Go or no-go at Day 90.

Phase What happens
Weeks 1-2 Read-only connect · baseline in writing · first ranked prescriptions
Weeks 3-8 Floor executes · weekly EnMS-style review · WhatsApp ownership
Day 90 Joint plant/finance M&V memo · go / no-go with signed numbers
Fixed pilot ₹2-5L [~] Subscribe only after verified savings Stop at Day 90 · no lock-in
The ask

A scoping conversation + your last 2-3 DISCOM bills. No purchase decision required on the call.

contact@stamped.work · stamped.work

Built on energy systems research at IIT Roorkee.