ReconPe vs Excel reconciliation
Excel is great at exact lookups. It can't score match confidence, flag commission variance, track COD remittance ageing, or remember what you dismissed last cycle. ReconPe does all four — and runs in minutes instead of hours.
| Capability | Excel / Google Sheets | ReconPe |
|---|---|---|
| Time per reconciliation run | 2–4 hours (manual VLOOKUP + visual diff) | Minutes, not hours |
| Match confidence scoring | Match or no-match. No confidence. | Bayesian 0–100 score with field-level rationale |
| Fuzzy matching (typos, format drift) | Manual cleanup required | 3-level cascade: exact → fuzzy → LSH nearest-neighbour |
| Commission variance detection | Rarely caught — variance is a few rupees per row | Rate-card aware, flags per-order variance automatically |
| COD remittance tracking | Manual ageing analysis | Auto-tracked with shortfall alerts |
| Handles multiple marketplaces at once | Separate sheet per platform | Amazon, Flipkart, Meesho, Razorpay in one view |
| Exception workflow | Colour-coded cells, no status tracking | Typed exceptions, severity, assignee, resolution trail |
| AI exception resolution | Not available | AI suggests resolution + explains rationale |
| Version history & audit trail | OneDrive / Google version, easy to lose | Versioned runs, immutable exception log |
| Collaboration | One editor at a time in practice | Multi-user, role-based review (ANALYST / FINANCE / COMPLIANCE) |
| Cost | Free (plus hours of analyst time) | Free tier · paid from ₹3,999/mo |
Time estimates based on observed customer reconciliation cycles, April 2026.
Frequently asked
We already have Excel templates that work. Why switch?
Excel templates work until your volume grows, your marketplace list grows, or commission variance eats your margin. Most teams reach that tipping point around 500–1,000 monthly orders. Beyond that, analyst hours spent on reconciliation grow faster than revenue — and variance caught late becomes unrecoverable.
What does ReconPe catch that Excel misses?
Three things consistently: (1) small commission variance that falls below visual-diff thresholds, (2) format drift where order IDs get slightly mangled between source systems, and (3) COD remittance shortfalls older than 45 days. Each of these costs real money and Excel doesn't flag them.
Can I keep using Excel alongside ReconPe?
Yes. ReconPe exports audit-ready CSV/Excel — many teams run ReconPe for matching and exception work, and keep Excel for their final MIS summary. You're not locked in.
How long does it take to onboard?
A first reconciliation run takes minutes — upload source and target files, let schema detection run, review the suggested rule set, kick off matching. No implementation project. Most teams ship their first clean reconciliation in under 30 minutes on day one.
Do I need to be technical to use ReconPe?
No. The wizard walks finance analysts through file upload → schema review → rule review → reconciliation in four steps. The AI handles column mapping and rule suggestions behind the scenes.
Is there a free tier?
Yes — 3 reconciliations per month across 1 marketplace, no card required. Enough to run a side-by-side pilot against your current Excel workflow.
Run a reconciliation in minutes
Free tier — 3 runs per month, 1 marketplace. Upload your next Amazon or Flipkart settlement and compare the output to your spreadsheet.
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