Second Route

Team Newton's Future

Helps online electronics sellers, brands and 3PLs in India recover more value from every return.

TEAM MEMBERS

Vivek Kumar Singh

Aalok Yadav

Shivam Kumar Singh

Shivanshu Pathak

Return

Second Route

Recovered value

THE PROBLEM IN INDIA

2

Sources: 8–10% electronics return rate across retail channels (Ship Network 2026; Red Stag Fulfillment); online electronics RTO 10–15%, all payment modes, midpoint 12.5% (ClickPost; Base.com India 2026). ₹1.5 lakh crore+ India consumer electronics return market is a team estimate (India reverse logistics about ₹3.4 lakh crore in 2025, IMARC; consumer electronics over 40% of demand, Markets and Data; converted at about ₹96.5 per US dollar). 40–45% OEM rejection is a team estimate. Indian electronics segment only.

Electronics return rates, India (%)

40–45%

OEM rejections of returned electronics (team estimate)

₹1.5L Cr+

India consumer electronics return market (₹1.5 lakh crore+)

None

per-unit math or audit trail in today's process

Core decision flow

3

Data sources: eBay India (ebay.in) Browse API; RBI and MoSPI macro series (India, replacing US FRED); Wikimedia Pageviews (demand proxy); partner CSV uploads from Indian sellers; synthetic INR price generator. Prices are synthetic until live Indian feeds are connected.

Inspect

Grade mix

Monte Carlo

CE ranking

Confidence gate

Action Card

Monte Carlo: 10,000 simulated net values (illustrative synthetic)

p10 INR 1,927 · p50 INR 2,395 · p90 INR 2,973

Working demo & results

4

Test counts from the SecondRoute BUILD test suite; smoke test runs in under 1 second with no network or DB. Offline-to-sync, RLS isolation and backtest look-ahead checks also passing.

910

backend tests pass

169

frontend tests pass

26

visual routes checked in light and dark

500

unit batch processed end-to-end

Works end-to-end

Decisions, 500-unit batches, analytics, shop window and landing page.

Verified

RLS cross-tenant isolation, offline-to-sync with no data loss, backtest look-ahead detector.

Not yet connected

All prices synthetic; eBay India sold-data access denied; no live Indian price feeds.

5

Sources: India consumer electronics RTO by payment mode: prepaid 3–6%, COD 14–22%, blended 10–15% (PointNXT 2026; cross-checked with ClickPost and Lokally India RTO benchmarks). Backtest results come from synthetic-price simulations, not live Indian return outcomes.

Built for India's returns

Electronics RTO by payment mode, India (range midpoint, %)

Catastrophic losses, index (mean = 100)

~23% fewer catastrophic losses

Each unit gets p10 / p50 / p90 ranges, a confidence score and an audit trail. Synthetic backtests.

Potential & next steps

India refurbished market: $14.1B (2025) → $48.8B (2035)

Targets: Indian sellers, brands, 3PLs and refurbishers

Value: resell grade-A units at 60–70% recovery (target)

Next: real outcomes, Indian live price feeds, phones & tablets

To production: 1K+ returns/mo partner, Indian price data

6

Sources: NFF 68% of consumer electronics returns (Accenture); shipping damage 20% and return fraud 15.1% (e-commerce return benchmarks, not India-specific); shares overlap and sum to over 100%. India refurbished electronics $14.11B (2025) → $48.75B (2035), Market Research Future via Business Standard (2026). Recovery %, buyer targets and next-step plan are team targets.

Major Drivers of “Stuck” Inventory in Electronics Returns