Innovation Lab

Agent experiments for Arvind Textiles — from idea to shipped, measured against pilot baselines.

Lab ideas

6

Tailored to this business

Avg impact

78/100

Weighted on revenue lift

Experiments running

5

Building, piloting or shipped

Shipped

1

Live in production

Impact vs effort

Where to spend the next sprint

Quick winsBig bets
Impact ↑Effort →

Horizon split

6
  • Now3
  • Next2
  • Later1

Experiment pipeline

  • Idea17%
  • Building33%
  • Piloting33%
  • Shipped17%

Technology building blocks

Most reused across lab ideas

1
1
1
1
1
1
1
1
PLM/ERPETAMultilingualRAGCertificateClaimsConstraintCapacity

AI product concepts

5 platform bets for Arvind Textiles

Quote & Costing Autopilot

Pilot

Reads the buyer enquiry, matches construction and finish to the mill's live capability and cost, and returns a costed, margin-checked quote in minutes with a confidence band merchants can defend.

For Merchants, buyers, commercial head

Enquiry parsingYarn-to-fabric cost engineMargin guardrails

Edge: Costing built on Arvind's actual mill efficiency, not a rate card

Fabric Match & Sampling Engine

Prototype

Matches a buyer's swatch, spec or reference to the closest developed quality in the archive, so sampling rounds collapse from three to one.

For Buyers, product development, merchants

Spectral + image matchingFabric archive embeddingsSample tracking

Edge: Decades of developed qualities that competitors would have to re-develop

Loom & Process Efficiency Brain

Prototype

Reads loom, dyeing and finishing telemetry to predict stoppages, quality drift and shade variation, and tells the shift supervisor which machine to touch next.

For Plant heads, shift supervisors, quality

Machine telemetry pipelineAnomaly + drift detectionShift-level recommendations

Edge: Efficiency points on a mill this size are worth more than any sales campaign

Impact & Compliance Ledger

Concept

Every quote ships with verified water, chemistry, energy and recycled-content data pulled from actual mill runs, in the buyer's own reporting format — the sustainability story becomes evidence.

For Global buyers, sustainability, compliance

Mill data pipelineLCA calculationCertificate management

Edge: Auditable per-order impact data instead of a brochure claim

Buyer Portal Agent

Pilot

A grounded agent that answers order status, shipment, spec and reorder questions for global buyers around the clock, and raises the reorder before the buyer thinks to.

For Global buyers, merchants, customer service

Grounded retrievalOrder-status toolsMultilingual voice + chat

Edge: Answers from live ERP data, so it can be trusted with commitments

Idea catalogue

6 plays designed for Arvind Textiles

Sample-status autopilot

Now

Merchants spend their day chasing labs and mills for sample status on behalf of global buyers.

What we build: Agent that polls PLM/lab systems and proactively messages each buyer with status, revised ETA and the reason for any slip.

PLM/ERP integrationETA predictionMultilingual buyer messaging
Aiera ConnectAiera Engage
Impact
Effort

Tracks Sample TAT · payback 6 weeks

Certification answer vault

Now

GOTS/BCI/OEKO-TEX questions arrive weekly and answers are scattered across PDFs and inboxes.

What we build: Grounded vault that answers certification questions with the exact clause, certificate number and expiry, and never improvises a claim.

RAG with citation enforcementCertificate expiry trackerClaims guardrails
Aiera ContextAiera Brain
Impact
Effort

Tracks Buyer response time · payback 5 weeks

Capacity match engine

Next

Enquiries get quoted before anyone checks which loom line can actually take the programme.

What we build: Match fabric construction and volume to live mill capacity, returning a feasible date and indicative cost band inside the conversation.

Constraint solverCapacity telemetryCost model
Aiera PredictAiera Context
Impact
Effort

Tracks Quote-to-order rate · payback 10 weeks

Buyer churn early warning

Next

A key account's decline is only visible after two missed seasons.

What we build: Account health score from order cadence, sample-to-order ratio and sentiment on calls, with a play recommended per at-risk account.

Time-series anomaly detectionAccount health scoringNext-best-action
Aiera SenseAiera Predict
Impact
Effort

Tracks Reorder rate · payback 9 weeks

Sustainable-indigo story generator

Later

The water and chemistry story is Arvind's biggest differentiator and the hardest to tell consistently.

What we build: Per-buyer impact sheet auto-built from actual mill data — litres saved, CO2e, recycled content — in the buyer's own reporting format.

Mill data pipelineLCA calculationTemplate generation
Aiera BrainAiera Dash
Impact
Effort

Tracks Win rate on sustainability RFPs · payback 11 weeks

Trade-show lead capture agent

Now

Show leads sit on business cards and lose a fortnight before first contact.

What we build: Scan-and-speak capture on the stand, instant multilingual follow-up and a sampling brief drafted before the buyer's flight lands.

Card OCRVoice note transcriptionAuto-brief drafting
Aiera ConnectAiera Converse
Impact
Effort

Tracks Show lead conversion · payback 3 weeks

Idea

1 experiments

  • Sample-status auto-updates

    If we deploy sample-status auto-updates, retention improves measurably within 30 days.

    +13%Pooja Iyer

Building

2 experiments

  • Buyer churn early warning

    If we deploy buyer churn early warning, conversion improves measurably within 30 days.

    +14%Rohit Iyer

  • Reorder nudge on seasonal cycles

    If we deploy reorder nudge on seasonal cycles, retention improves measurably within 30 days.

    +34%Sanjay Reddy

Piloting

2 experiments

  • Capacity match engine

    If we deploy capacity match engine, cost per qualified lead improves measurably within 30 days.

    +26%Rahul Patel

  • Trade-show lead capture agent

    If we deploy trade-show lead capture agent, cost per qualified lead improves measurably within 30 days.

    +10%Rohit Desai

Shipped

1 experiments

  • Certification answer vault

    If we deploy certification answer vault, conversion improves measurably within 30 days.

    +20%Sneha Gupta