Recon AI
Ledger mapping & narration grouping
Group similar bank lines and get ledger suggestions so your team reviews clusters—not every row from scratch. Built for Indian CA firms and in-house finance teams using LedgerConnect.
What is Recon AI?
Recon AI (also searched as reconai) is LedgerConnect’s product feature for AI-assisted bank reconciliation and ledger mapping. After a statement is parsed, it clusters similar narrations (for example repeated UPI merchants or salary credits) and suggests ledger accounts. Your team reviews and approves before Tally Connector posting, Tally XML/Excel export, or Miracle Excel—it does not silently invent final books.
Built for Indian statement narrations—not generic “AI accounting” copy
When your bank statement is parsed, Recon AI analyzes narrations, amounts, and patterns to group similar entries and suggest ledger accounts. That speeds mapping while keeping professional judgement on your side of the screen.
- Automatic narration grouping for similar transactions
- Ledger suggestions from patterns and your party’s history
- Rules so next month’s file is mostly exceptions
- You review AI suggestions before posting or export
Example (typical CA workflow)
- Client sends an HDFC / SBI / ICICI PDF (or scan).
- LedgerConnect extracts rows; Opening/Closing still checked against the PDF.
- Recon AI groups “CURSOR*” / “GOOGLE*” / EMI codes into clusters.
- You assign Software subscription once per cluster; save a rule.
- Approve → Bank → Tally via Connector or XML.
3-step process after the statement is parsed
Bank statement parsed
Once your statement is converted into structured rows, Recon AI can read narrations and amounts for that party.
AI groups & suggests
Similar narrations cluster together; ledger suggestions appear so you map once per group instead of line by line.
You approve
Review, adjust exceptions, then post or export. Suggestions never replace your firm’s sign-off.
Key capabilities
What Recon AI actually does inside LedgerConnect
Smart narration grouping
Groups similar transaction narrations so you apply one ledger mapping to many matching lines.
Ledger suggestions
Suggests accounts from transaction patterns and history for that party—you confirm or correct.
Rules & learning
Corrections and saved rules improve next month’s suggestions for recurring merchants and charges.
Review before books
Designed so juniors prepare clusters and seniors release posting—audit-friendly, not “black box auto-post.”
Recon AI FAQs
Short answers for people searching recon ai / reconai.