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Stamped Energy

Pharma

Pharma · load management and HVAC decisions verified on the bill

Pharma · load management, verified

Stamped Energy

Chiller and HVAC load, priced onto the bill.

Load management ₹ actions on the bill.

Pharma sites run chillers, HVAC, and batch utilities around the clock. Stamped ranks the fix in rupees and checks 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 Verified with evidence

stamped.work

Pharmaceutical production line

Monday 07:05 · Utilities handover

Your plant already logs this. Nobody owns the fix.

Chillers and autoclave overlapped. EMS logged it. No work order went out.

Chillers and autoclave overlapped. No work order went out.

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
₹36k Monthly demand impact
0 Work orders issued

SCADA

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

EMS

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

Meters

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

DISCOM bill

Has: MD, energy, PF line items
Missing: ops trail that explains the ₹
No owner → no floor change → bill unchanged

Where pharma electricity cost usually hides

Where we look first in pharma

Load management, HVAC & chillers, idle utilities, tariff, and early warnings before breakdowns.

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 & chillers

  • Idle-suite overcool
  • Chiller staging discipline
  • Unload / bypass hours
Bill line · Energy + MD

Sample: Suite HVAC at full duty with no batch; second chiller into the same peak

Utilities & idle loads

  • Non-critical loads left on
  • Changeover utility islands
  • Idle CIP / WIP holding
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

Early warnings

  • Catch drift before a breakdown
  • Compressed-air / utility leaks
  • Repair signal before the trip
Ops + bill impact

Sample: rising specific power and leak signature flagged before a chiller trip

Monthly HT bill About 15% often addressable Cost of waiting 60 days
₹30L₹4.5L / month₹9L
₹60L₹9L / month₹18L
₹1Cr₹15L / month₹30L

Indicative ranges from comparable plants. A 60-day proof run replaces estimates with figures from your plant and DISCOM bills.

What Stamped does

Signals become work orders.

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 Pay-as-you-save

Sample prescriptions

Every action has a bill line and an owner.

Floor channel

On the floor

On the supervisor's phone.

Alarms and prescriptions do not dump straight onto every phone. Routes are set in admin, urgent fixes get a quick confirm, and larger work is assigned before it notifies the owner.

Tap Snooze or Acknowledge. Each message is an alarm plus the fix to run.

Open

Alarm fired. Fix, owner, due time, and ₹ impact attached.

In progress

Supervisor acknowledges and runs the fix on shift.

Done, ready to verify

Checked on the next MD / energy bill lines.

Before it hits the phone

Alarm routes

Pick which role gets which alarm. Re-map recipients when the org chart moves, without rewriting the floor SOP.

Urgent prescriptions

Admin confirms first, then the recommended fix goes out as an authenticated handoff to the assigned phone.

Larger prescriptions

Stay in the admin dashboard until someone assigns an owner. Only then does that person get the notification.

Measurement and verification

Checked on the DISCOM bill.

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 each prescription

01 · Physics

Versioned industrial physics & rulepacks

Semver rule packs for affinity laws, holding floors, and tariff arithmetic. Every finding cites a pack a plant EE can open.

  • Load management, HVAC & chillers, idle utilities, tariff intensity, early fault warnings
  • PF and tariff arithmetic tied to utility line items
  • Physics-informed hybrids. PINN research lineage, not black-box PDEs
Open deep dive →
02 · Models

Plant-calibrated industrial ML

Baselines and ranking models fitted on your plant’s telemetry. Production-normalised residuals. Not a chatbot on meter dumps.

  • TOW-P baselines · EWMA / CUSUM residual SPC
  • LightGBM quantile MD exceedance ranking
  • TimesFM-class foundation models in shadow only
Open deep dive →
03 · Agents

Bounded prescription agents

Agents draft floor actions with tools and vetoes (what, why, who, effort, ₹, due). The calculation engine owns the money path.

  • Ranks by ₹ × confidence / effort
  • Physics and tariff vetoes are non-overridable
  • LLM for prose only. It does not invent ₹
Open deep dive →
04 · Evidence

Verified with evidence

In-house calculation engine recomputes ₹ from telemetry deltas and tariff lines, then checks whether the action moved the needle.

  • Potential vs realised vs remaining opportunity
  • M&V plan and baseline locked at issue time
  • Evidence trail for plant, finance, and assurance
Open deep dive →
Read-only OT No PLC writes Multi-plant ready

Auditability and sustainability

Action, bill line, evidence.

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.

How we engage OT

Read-only on OT. Clear limits.

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

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

Sample workspace

Simulated data, not your plant

Simulated sample

60-day proof run

Proof Run

One utilities island. Audit → floor → go / no-go at Day 60.

Phase What happens
Weeks 1-2 Plant audit · map meters, EMS, and bill lines · understand the data you already have
Weeks 3-8 Connect read-only · floor executes prescriptions · weekly reviews
Day 60 Go / no-go: on verified ₹ and fit (efficiency, workload, how the floor actually runs)
Fixed pilot ₹1-5L Then pay-as-you-save · a cut of the value we deliver
Next step

Let’s get on a short call. No bills required upfront.

Book a meet

contact@stamped.work · stamped.work

Founders: Vinayak · Utso

Built on energy systems research at IIT Roorkee.