AI product portfolio

Ten AI products designed for Arvind Envisol — scored by business impact, build effort and time horizon.

Products in portfolio

5

Concept to pilot

Avg impact score

87/1003 quick wins

Impact high, effort low

In pilot

3

Running with live data

Shippable in 90 days

4

Horizon: Now

Portfolio

Select a product to see the full brief

Stage mix

5
  • Pilot3
  • Prototype1
  • Concept1

Stream split

Quick wins vs core transformation

  • Quick win60%
  • Core build40%

Horizon split

  • Now80%
  • Next20%
  • Later0%

Portfolio health

87%

Average impact score

60%

Share that are quick wins

Impact vs effort matrix

Tap a dot to open that product brief

Quick winsBig bets
Impact ↑Effort →

Technology building blocks

Most reused across the portfolio

1
1
1
1
1
1
1
1
SCADAAnomalySpare-partsPortalRelevanceDraftProcessScenario

Plant Performance & Remote Diagnosis

Prototype · Now · Customer-facing

Reads SCADA telemetry across the installed base to catch chemistry drift, membrane fouling and pump faults early, resolves what it can remotely and dispatches with the right spare already picked.

Who uses it

Service heads, plant operators, AMC customers

Metric it moves

Plant uptime

Target outcome

Site visits down 40% and uptime commitments met on evidence

Stream

Core build

Why Arvind wins

Every alarm no longer becomes a site visit

SCADA / IoT ingestionAnomaly + diagnostic reasoningSpare-parts recommendation
Open full dashboard →
Business impact92/100
Build effort54/100
Delivered by the Aiera stack on Arvind Envisol data — 5 geographies, 4 languages, grounded on 3 product sets.

Rollout sequence

How the ten land across the year

Now

4
  • Plant Performance & Remote Diagnosis
  • Tender Intent Watcher
  • Opex-per-KL Proposal Engine
  • AMC Renewal & Compliance Agent

Next

1
  • Discharge Compliance Copilot

Later

0