The shared picture

What the leadership team must decide

Ten decisions sit between Meridian and a captured AI transformation. Each has one owner, a defined trigger, and evidence drawn from the same baseline. This is the page the leadership team works from together. Everyone reads the same task-level picture, cut four ways.

The decisions are ordered by data dependency, not by department. Structured sanction-term capture in Operations makes covenant automation possible. Covenant automation sets the data quality for early-warning signals. Clean early-warning signals make the renewal redesign possible. The renewal redesign is what frees analyst capacity.

The work behind every decision lives one layer down, in the Workflow Atlas: the work as it runs today, where AI takes the load, the redesigned future state, and the human work each redesign grows. Open the Workflow Atlas.

Seq	ID	Decision	Owner	Status	Trigger to move
1	D1	Which workflows enter the Phase 1 redesign queue, and in what order	COOCEO sign-off	Decide now	The baseline is complete. No further input is needed to commit Phase 1.
2	D5	Where the credit decision sits in the new operating model. The sanction stays human H5 permanent	COOCEO sign-off	Decide now	The sanction authority principle is settled. The operating model follows from it.
3	D2	Approve Phase 1 investment against the per-workflow business case	CFOCEO sign-off	Decide now	The ROI ranges and the assumption register are on the table.
4	D3	Set the relationship-manager to portfolio ratio as servicing work shifts to AI	CHROCOO input	Decide now	The Senior RM task analysis is scored and stable.
5	D8	Name who owns the freed analyst capacity, and toward what	CEO	Decide now	Without a named owner, freed capacity refills with the existing backlog.
6	D9	Sign off the team verdict for each team before redesign proceeds	CEOCHRO input	On trigger	Verdicts stay preliminary until they are checked against the workflow designs.
7	D4	Reshape the credit analyst team around the capacity that gets freed	CHRO	On trigger	Moves once the renewal redesign ships and the freed capacity is observed, not assumed.
8	D6	Redesign the early-career analyst path for AI-supported work	CHRO	On trigger	Moves after D4 sets the future shape of the analyst team.
9	D7	Refresh the hiring profile for relationship-manager and analyst roles	CHROL&D handoff	On trigger	Moves once the capability gap map is turned into a learning plan with L&D.
10	D10	Adopt quarterly recalibration as the rhythm for the business case	CFO	Decide now	Replaces a fixed multi-year projection. The decision is about cadence, not amount.

Illustrative readout. Illustrative readout. Meridian Bank is a synthetic Indian mid-market commercial bank. Figures are indicative and anchored to public Indian banking benchmarks, not a live engagement. The baseline is a point-in-time picture. Quarterly recalibration reports only what has changed against it. Base case Rs 7 crore to Rs 13 crore a year, summed from the workflows. Readiness 56 out of 100, computed.

CEO · Operating Model

Is the change real, and is it in the right order?

You approved AI investment to change how the bank runs. This page shows whether the work is being redesigned, or whether tools are being laid on top of unchanged work. Three calls are yours: the pace, the order, and who owns the freed capacity.

Workflows in Phase 1
4
Sequenced by dependency
Capacity freed
35-45 %
Analyst hours, full Phase 1
Freed capacity with an owner
0 %
Until D8 is committed

Decisions you own 4

Which workflows enter the Phase 1 redesign queue, and in what order

Owner COOCEO sign-off

Decide now▶

When this can move

The baseline is complete. No further input is needed to commit Phase 1.

SOURCE Leadership Table, decision D1

Where the credit decision sits in the new operating model. The sanction stays human H5 permanent

Owner COOCEO sign-off

Decide now▶

When this can move

The sanction authority principle is settled. The operating model follows from it.

SOURCE Leadership Table, decision D5

Name who owns the freed analyst capacity, and toward what

Owner CEO

Decide now▶

When this can move

Without a named owner, freed capacity refills with the existing backlog.

SOURCE Leadership Table, decision D8

Sign off the team verdict for each team before redesign proceeds

Owner CEOCHRO input

On trigger▶

When this can move

Verdicts stay preliminary until they are checked against the workflow designs.

SOURCE Leadership Table, decision D9

The evidence: function transformation map

Sanction-term captureOperations. Structures the data everything downstream needs.

automate

Covenant and early-warning monitoringCredit and Risk. Depends on the Operations capture.

agentize

Annual credit renewalCredit and Risk. Frees the analyst capacity.

redesign

Relationship-manager servicingCoverage. Servicing load moves to AI. Selling time grows.

augment

What would change this picture next quarter

Capability shift

A model release that makes covenant reading reliable would move that work from agent-run toward fully automated, and pull the renewal redesign forward a quarter.

Regulatory

An RBI position on AI in credit decisioning would confirm or move the sanction line. Tracked as a standing watch item.

Drift

If the redesigned workflow count stalls, the program is laying tools on top of unchanged work. That is the number to watch.

CFO · Value and Capital

Which numbers can we defend, and what does waiting cost?

Every number on this page traces to a scored task or a redesigned workflow. The numbers we cannot defend that way are held outside the base case, on purpose. The base case is Rs 7 crore to Rs 13 crore a year. You are signing off a position you can hold in front of anyone.

Spend tied to a task change
100 %
Base case only. Quarantine excluded.
Phase 1 horizon
2 qtrs
Committed, then recalibrated
ROI shown as
Ranges
Point estimates hide assumptions

Decisions you own 2

Approve Phase 1 investment against the per-workflow business case

Owner CFOCEO sign-off

Decide now▶

When this can move

The ROI ranges and the assumption register are on the table.

SOURCE Leadership Table, decision D2

D10

Adopt quarterly recalibration as the rhythm for the business case

Owner CFO

Decide now▶

When this can move

Replaces a fixed multi-year projection. The decision is about cadence, not amount.

SOURCE Leadership Table, decision D10

Per-workflow return, a year single source

Sanction-term capture · automate · AtlasRs 1 crore to Rs 2 crore

0Rs 6.5 croreRs 13 crore

Covenant and early-warning monitoring · agentize · AtlasRs 1.5 crore to Rs 3 crore

0Rs 6.5 croreRs 13 crore

Annual credit renewal · redesign · AtlasRs 2.5 crore to Rs 4.5 crore

0Rs 6.5 croreRs 13 crore

Relationship-manager portfolio servicing · augment · AtlasRs 2 crore to Rs 3.5 crore

0Rs 6.5 croreRs 13 crore

The discipline that earns trust

Held outside the base case

Rs 13 crore to Rs 26 crore

Earlier, AI-driven early-warning signals could lower credit costs. It is the largest number in this engagement, and it is deliberately left out of the base case. Why it is held out: It depends on downstream behaviour the bank has not yet shown: acting on the signals in time. Release test: Two quarters of acting on early-warning alerts on schedule moves part of this into the base case.

What would change this picture next quarter

Capture rate

If the renewal redesign ships and freed capacity lands at the top of the 35 to 45 percent band, the renewal return moves toward its upper bound and part of the quarantine can move into the base case.

Data readiness

Sanction-term capture is the gating step. If structured-capture coverage stays below 80 percent, every downstream range widens and the timeline slips.

COO · Work Redesign

Which work changes next, and where does authority sit?

You know which tools are deployed. This page shows which workflows have actually been redesigned around them, where people keep decision authority, and which AI agents run in the loop and under what watch. The sanction stays fully human, by design.

In the Phase 1 queue
4 flows
Sequenced by dependency
Available but not yet captured
~30 %
Productivity on the table today
Agents under human oversight
All
The sanction is never delegated

Decisions you own 2

Which workflows enter the Phase 1 redesign queue, and in what order

Owner COOCEO sign-off

Decide now▶

When this can move

The baseline is complete. No further input is needed to commit Phase 1.

SOURCE Leadership Table, decision D1

Where the credit decision sits in the new operating model. The sanction stays human H5 permanent

Owner COOCEO sign-off

Decide now▶

When this can move

The sanction authority principle is settled. The operating model follows from it.

SOURCE Leadership Table, decision D5

The dependency chain

Each step produces the data the next one needs.

1
Sanction-term capture Atlasstructures the sanction terms. Nothing downstream works without it.
2
Covenant and early-warning monitoring Atlasbecomes possible once terms are captured as structured data.
3
Annual credit renewal Atlasbuilds on clean early-warning signals and frees analyst capacity.
4
Relationship-manager portfolio servicing Atlasfrees selling time as servicing shifts to AI support.

Human and AI balance by segment: credit origination

Document intake

Spreading and ratio work

Risk-note drafting

Sanction decision

Nor Human Nor Machine

H1AI entirelyH2AI leadsH3equalH4human leadsH5fully human

The sanction stays fully human (H5), by design. The credit sanction stays fully human. AI prepares the case, structures the evidence, and flags the exceptions. The judgment and its accountability stay with the person. This is a principle of the operating model, not a stage it grows out of. See decision D5 in the Leadership Table.

What people do more of

Capability	What moves to AI	What people do more of
Credit judgment and risk calibration	Data assembly, spreading, and ratio computation	Concentrating judgment on the flagged exposures
Early-warning interpretation	The twelve-month reconstruction becomes a continuous digest	Reading the early-warning signal stream
Exception and anomaly judgment	First-pass automation on every step	Judging the exceptions each step routes up
Client and promoter dialogue	Document follow-up and chasing	Client and promoter conversations

What would change this picture next quarter

Segment shift

Risk-note drafting is the segment most likely to move toward AI-led as models improve. The sanction segment is fixed and is not on the watch list.

Exception load

If exceptions in covenant monitoring run above the design threshold, the oversight model tightens before the workflow scales.

CHRO · Workforce and Capability

What shape does the team take, and is it ready in time?

You turn the change into people decisions: team shape, role redesign, hiring, and the early-career path. The gap that matters is between capability today and the capability the timeline needs. Readiness is 56 out of 100. The work is to close that gap before the redesigned workflows arrive.

Decisions you lead
4
Of the ten on the table
Readiness
56 /100
Computed, mean of the capabilities below
Where reskilling goes first
Early-warning
The widest gap to close

Decisions you own 4

Set the relationship-manager to portfolio ratio as servicing work shifts to AI

Owner CHROCOO input

Decide now▶

When this can move

The Senior RM task analysis is scored and stable.

SOURCE Leadership Table, decision D3

Reshape the credit analyst team around the capacity that gets freed

Owner CHRO

On trigger▶

When this can move

Moves once the renewal redesign ships and the freed capacity is observed, not assumed.

SOURCE Leadership Table, decision D4

Redesign the early-career analyst path for AI-supported work

Owner CHRO

On trigger▶

When this can move

Moves after D4 sets the future shape of the analyst team.

SOURCE Leadership Table, decision D6

Refresh the hiring profile for relationship-manager and analyst roles

Owner CHROL&D handoff

On trigger▶

When this can move

Moves once the capability gap map is turned into a learning plan with L&D.

SOURCE Leadership Table, decision D7

Capability gap: analyst team, against the Phase 1 timeline

AI-assisted spreading

-35

Early-warning interpretation

-38

Exception and anomaly judgment

-20

Covenant structuring

-7

Client and promoter dialogue

-3

Credit judgment and risk calibration

-22

TodayTimeline target

Readiness 56 out of 100, computed as the mean of the scores above. Never typed in.

What would change this picture next quarter

Readiness

AI-assisted spreading and early-warning interpretation are the gating gaps. If readiness on these does not move, the redesign ships into a team that cannot run it.

Pipeline

The early-career redesign sets whether the next analyst intake arrives ready for AI-supported work. The hiring profile follows from it.

Workflow Atlas · The work itself

What actually changes in the work

Every decision on the other pages points to a workflow. This is where the workflows live: the work as it runs today, where AI takes the load, the redesigned future state, and the human work each redesign grows. One workflow is shown in full. The engagement covers them all this way.

How to read this layer. Current state comes first, because no executive carries the workflow in their head. Then the shift, segment by segment. Then the redesigned state, with agents marked and human checkpoints fixed. Then what the people do more of. The numbers at the bottom are the ones the CFO page quotes.

Annual credit renewal: full depth redesign · Credit and Risk

Current state Cycle 35 to 45 days · about 26 analyst hours per file · about 1,200 renewals a year

Step 1 · 15%

Renewal trigger and document collection

RM + CSA

H4 today

Two to three weeks of client follow-up. About 60 percent of files arrive incomplete on the first pass.

Step 2 · 20%

Financial spreading

Credit Analyst

H4 today

Manual re-keying from audited financials. Transcription errors surface later.

Step 3 · 10%

Ratio and trend analysis

Credit Analyst

H4 today

Step 4 · 10%

Account conduct review

Credit Analyst

H4 today

Twelve months of statements reviewed once a year, at renewal, after the fact.

Step 5 · 25%

Risk note and appraisal

Credit Analyst

H4 today

A 15 to 25 page note. The largest single block of analyst time.

Step 6 · 5%

RM recommendation and pricing

H5 today

Step 7 · 5%

Sanction decision

Committee

H5 today

Step 8 · 10%

Documentation and limit setup

Operations

H4 today

Sanction terms re-keyed from PDF letters. Unstructured terms break monitoring.

The shift, per segment

Segment	HAS shift	What moves to AI	What people do more of
Document collection	H4→H2	Account Aggregator pulls statements. Document tools parse the financials. Follow-up is automated.	Chasing replaced by checking the exceptions
Financial spreading	H4→H1	Auto-spread from the parsed documents	Review of exceptions only
Ratio and trend analysis	H4→H2	Computes and flags	Interpreting the anomalies
Account conduct review	H4→H2	A monitoring agent runs year-round	Reading the digest instead of rebuilding twelve months
Risk note	H4→H3	Drafts the standard sections	Writing the judgment sections and owning the recommendation
RM recommendation	H5→H4	Surfaces pricing comparables and relationship history	Making the call
Sanction decision	H5→H5	Nothing	Deciding, with full accountability
Documentation and limit setup	H4→H2	Terms captured structured at source. Limits auto-configure.	Clearing the deviations that route to a queue

Future state Cycle 12 to 18 days · about 11 analyst hours per file · event-triggered, not calendar-bound

Step 1

Continuous data feed

AI Agent

Oversight: exception queue for failed pulls and consent gaps.

Step 2

Auto-spread and ratio pack

H1-H2

Analyst spot-checks a sample. Exceptions surface on their own.

Step 3

Conduct and early-warning digest

AI Agent

Year-round monitoring, read at renewal.

Step 4

Analyst judgment on flagged areas

Analyst

H3-H4

Human checkpoint. Risk work concentrated where the signals point.

Step 5

AI-drafted note, analyst-owned judgment

Analyst + AI

Step 6

RM pricing and recommendation

Step 7

Sanction decision

Committee

H5, permanent

Step 8

Structured term capture and auto limit setup

AI + Ops

Exception path: deviations route to a manual queue.

What the people do more of

AI absorbs the load

Data assembly and spreadingCollection, re-keying, and ratio computation. The mechanical 55 to 60 percent of the file.

Twelve-month reconstructionConduct review shifts from an annual rebuild to a continuous digest.

Standard draftingThe boilerplate sections of the note, to the committee template.

Term transcriptionSanction terms captured structured at source, not re-keyed later.

Human work amplified

Credit judgmentAnalyst time concentrates on flagged exposures, not mechanical assembly.

Early-warning interpretationA continuous signal stream is only useful if someone reads it. This becomes the analyst's defining skill.

Exception and anomaly judgmentEvery automated step routes its exceptions to a person. Judging them well is the new core of the role.

Client and promoter dialogueRM time freed from chasing documents goes to the conversations that protect the book.

The value, and what it rests on

Cycle time

35-45d12-18 days

Analyst hours per file

~26~11 hrs

Capacity freed

35-45 %

Annual value

Rs 2.5 crore to Rs 4.5 crore

Assumption register: the rows behind the number ▶

#	Assumption	Basis
A-03	Renewal volume per year, about 1,200 files.	public benchmark, indicative
A-04	Analyst hours per file today, 22 to 30 hours.	Stage 2 interview range, reconciled
A-07	Exception rate on the automated steps, 15 to 20 percent.	document-processing benchmark, Indian financials
A-09	Adoption ramp to steady state, about 2 quarters.	phased rollout, one region first
A-11	Structured-capture coverage of 80 percent of sanctions or higher. This is the gating dependency. Below it, every downstream range widens.	gating assumption, indicative

Phase 1 workflows, summary depth full Atlas pages produced in engagement

Sanction-term capture

automate

Re-keyed from PDF letters today. Unstructured terms break monitoring.

H4→H2 Structured capture at source

Exception and anomaly judgmentRegulatory and compliance grounding

Gating dependency for the whole chain · Rs 1 crore to Rs 2 crore

SUMMARY DEPTH · full strips produced in engagement

Covenant and early-warning monitoring

agentize

Periodic and manual today. Breaches surface late, often at renewal.

H4→H2 Year-round monitoring agent

Early-warning interpretationCredit judgment and risk calibration

Feeds the renewal redesign · Rs 1.5 crore to Rs 3 crore

SUMMARY DEPTH · full strips produced in engagement

Relationship-manager portfolio servicing

augment

An estimated 50 to 60 percent of the week goes to servicing mechanics today.

H4→H2 Servicing load to AI. The relationship stays human.

Client and promoter dialogueCredit judgment and risk calibration

Feeds decision D3, the RM portfolio ratio · Rs 2 crore to Rs 3.5 crore

SUMMARY DEPTH · full strips produced in engagement

Schema note. Current-state summaries are carried in the FlowDNA artifact as a summary-grade baseline block, from Stage 2 interviews. FlowDNA stays a future-state design. The baseline block exists so the contrast renders without asking the reader to hold it in memory.