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State Bank of India

Company-reportedThreshold is the controlStraight-through

AI straight-through processing for low-value cheques

A bounded low-value tier can move to touchless processing while assurance shifts to sampling.

Engineering design · India

Collections: Queue eliminated

An editorial scene for State Bank of India contrasts reads low-value cheques and verifies mandatory fields and compliance requirements. with reads and validates eligible cheques up to ₹10,000 and passes qualifying items without routine touch. in the ai straight-through processing for low-value cheques workflow.

Executive brief

The operating-model shift, in one view.

The design is the monetary boundary plus sampled control lane.

AI value · Touchless share

Company-reported

About 25% of cheque volume processed with practically no human involvement

Executive disclosure through independent financial outlets; no error rate.

Before

Reads low-value cheques and verifies mandatory fields and compliance requirements. → Clears or routes the cheque after manual verification.

After

Reads and validates eligible cheques up to ₹10,000 and passes qualifying items without routine touch. → Samples AI-passed cheques, identifies misses, and determines whether retraining is needed.

Human boundary

AI/STP passes eligible cheques; bank sets threshold; CRU audits samples.

Why it matters

A bounded low-value tier can move to touchless processing while assurance shifts to sampling.

This case is company-reported. Use it for the operating-model shift; do not treat the numbers as independently measured.

How the work changed

Before

How the work ran before the change.

  1. Step 1 of 2

    Cheque-processing staff

    Reads low-value cheques and verifies mandatory fields and compliance requirements.

    ControlHuman review was the stated prior operating mode; sources do not disclose baseline time or error rate.

  2. Step 2 of 2

    Operations staff

    Clears or routes the cheque after manual verification.

    ControlBank payment controls and value limits apply.

What changed

A bounded low-value tier can move to touchless processing while assurance shifts to sampling.

Decision rightHuman sets the threshold; AI decides each instance

After

How the same work runs now.

  1. Step 1 of 2

    Vision-LLM/STP system

    Reads and validates eligible cheques up to ₹10,000 and passes qualifying items without routine touch.

    ControlBank-set ₹10,000 scope; approximately 25% of cheque volume.

  2. Step 2 of 2

    Control Risk Unit

    Samples AI-passed cheques, identifies misses, and determines whether retraining is needed.

    ControlHuman sampled assurance; above-threshold and exception handling details are not quantified publicly.

Process model built from the published workflow evidence for State Bank of India. Every step, actor, and control appears in full below.
Every step, actor, and control

Exception path

Above-threshold or uncertain cheques remain human-reviewed.

Work removed

  • Per-cheque human review below ₹10,000

Decision authority

AI/STP passes eligible cheques; bank sets threshold; CRU audits samples.

Before

  1. 01

    Cheque-processing staff

    Reads low-value cheques and verifies mandatory fields and compliance requirements.

    Control: Human review was the stated prior operating mode; sources do not disclose baseline time or error rate.

  2. 02

    Operations staff

    Clears or routes the cheque after manual verification.

    Control: Bank payment controls and value limits apply.

After

  1. 01

    Vision-LLM/STP system

    Reads and validates eligible cheques up to ₹10,000 and passes qualifying items without routine touch.

    Control: Bank-set ₹10,000 scope; approximately 25% of cheque volume.

  2. 02

    Control Risk Unit

    Samples AI-passed cheques, identifies misses, and determines whether retraining is needed.

    Control: Human sampled assurance; above-threshold and exception handling details are not quantified publicly.

Work that left the path

  • Per-cheque human review below ₹10,000

Human role before

Cheque-processing staff read and validated mandatory fields on low-value cheques, then handed eligible items to payment processing under bank value and compliance controls.

Human role after

Control Risk Unit samples passed cheques, identifies misses and triggers retraining.

AI roleUses Vision LLMs to read and validate cheques up to ₹10,000.

Outcomes

Touchless share

Company-reported

Human cheque verificationAbout 25% of cheque volume processed with practically no human involvement

FY2026 · SBI cheque operations

Executive disclosure through independent financial outlets; no error rate.

What leaders can reuse

Anti-pattern

Do not infer accuracy or savings from touchless volume.

Questions

  1. 01Where is the operating threshold set and who can override it?
  2. 02What measured result would trigger rollback or retraining?
  3. 03Which residual decisions must remain human-owned?

Portability conditions

  • Monetary threshold
  • Exception path
  • Loss monitoring

Reputation risk

low

Evidence and authority

What the public record supports.

Current · updated

2 independent; publication outcomes are reported.

Bundle 1.0.0 · reviewed 2026-08-23 · stable ID d31443b5cf716855

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Sources

Read the evidence, freshness, caveat, and version policy.