The AI & Work RadarIssue 031-INIndependent. Built from public sources.Past issues
Sector deep diveBanking and financial services
reAImagine.workThe AI & Work Radar
Friday, 23 October 2026
Three editions this week
Illustration: the banking agent's counter, where most Indians meet their bank.

1 · The prize

How much has been picked up, how much is left, and how fast the rest could come
Time horizon
Where the money is, by type of work
Three ways the sector could go, and what each is worth a year by September 2028
2 · AI Solution Opportunities

Nine AI solutions the sector could put to work, biggest first

3 · Jobs and skills

Skills in demand, and skills that fade

These overlap. Never add them up. One hour of work can draw on two or three skills at once.

Women, and people with disabilities
4 · The rules

5 · What good looks like

What moved this week
AI for Good
AIWoW Awards 2026India · GCC · Africa

The future of work deserves its own champions.

Show us what you've changed. We'll show the world.

AIWoW Awards 2026: a copper sun rising over the horizon. With evidence, not hype. India, GCC, Africa.

Recognising organisations making work better with AI. Every month. Across three regions. With evidence, not hype.

Submit your AI success story

No entry fee · Evidence required · Independent jury · Monthly deadline: the 20th

Know a team changing the way work gets done? Put them on the map.

Five ways to make your mark
  1. 01Work ReimaginedMaking work smarter and more meaningful, by handing the drudgery to AI.
  2. 02Human PotentialTurning technological change into human opportunity: reskilled, redeployed, elevated.
  3. 03Inclusive FutureOpening the future of work to more people, including women and people with disabilities.
  4. 04AI ChallengerSmall organisations. Extraordinary impact.
  5. 05AI for GoodUsing AI to make a difference beyond business.
The Board of the Future Award: three copper arcs over a rising sun. Annual flagship, 2026.
Annual flagship

The Board of the Future Award

Recognising the boards leading enterprise transformation in the AI age.

  • OversightHow the board governs AI across the whole enterprise
  • LeadershipThe strategic choices it made, and the people it brought with it
  • OutcomesMeasurable results for performance, work and people
Your work. Your evidence. Your moment.
The AIWoW Award: a glass disc with a copper core on a black base engraved AIWoW Awards 2026
The AIWoW Award

Every month an independent regional jury selects outstanding practices from India, the GCC and Africa. Winners are announced in the monthly heat-map issue, starting in November.

What winners get
The AIWoW winners' seal: a copper medal engraved AI and Work Awards 2026, India, GCC, Africa

A feature in the issue and the video episode, the winner's emblem for your website, reports and hiring, a place in the AIWoW register, and a place on the shortlist for the annual awards.

The jury

One AIWoW juror each from India, the GCC and Africa, with judges from global business and consulting. Jurors step out of any decision involving their own organisation or clients.

reAImagine.workThe AI & Work Radar
6 · Policy options

What government could do to unlock the prize in India

₹30,270 crore a year on offer, 9% picked up. Tellers, clerks and branch staff hold 40% of it. Much of what holds it back is cost, skills, data and trust, and governments can move all four. Two options, each drawn from something another country has already done.

Two options for India
P-031-01Needs a scheme

An AI sandbox for smaller lenders, run by the RBI

Bottleneck

Smaller banks, NBFCs and co-operative banks lack the data, computing and skills to test AI safely; only 21% of surveyed institutions are building or using AI.

Move

Shared computing, test data and supervisors on hand, so lenders can trial credit, KYC and fraud models before they reach customers.

Owner

Reserve Bank of India, through the Reserve Bank Innovation Hub, with the IndiaAI Mission.

Precedent

The UK's Financial Conduct Authority opened a "Supercharged Sandbox" with NVIDIA in June 2025, giving any financial firm computing, data and regulatory support; testing began in October 2025. FCA, June 2025

Pool

Credit, KYC and fraud work: about ₹4,720 crore a year (16% of ₹30,270 crore).

P-031-02Needs a law

A legal gateway for banks to share fraud signals with each other

Bottleneck

Mule networks run across many banks, but each bank's AI sees only its own slice. MuleHunter.AI is live in 26 banks.

Move

A clear legal basis, with safeguards, for banks, payment firms and NBFCs to share red flags on customers, so fraud models see the whole network.

Owner

Ministry of Finance and the RBI, run through the Indian Digital Payment Intelligence Corporation.

Precedent

Singapore amended its financial services law and launched COSMIC in April 2024; six banks share information on customers showing several red flags. Rajah and Tann, 2024 TaxTMI, March 2026

Pool

KYC, fraud and compliance work: about ₹1,900 crore a year (6% of ₹30,270 crore).

Policy Ledger: we record each option and check back on it
IDOptionWhereOpenedStatus
P-030-01Kiranas Go Digital driveIndiaIssue 030Proposed
P-030-02Half-price, pre-approved AI toolsIndiaIssue 030Proposed
P-030-03Job-redesign grants tied to nationalisationUAE, Saudi ArabiaIssue 030Proposed
P-030-04Shared test kit for shopper-facing AIUAE, Saudi ArabiaIssue 030Proposed
P-030-05Consent-based sharing of mobile money recordsKenya, NigeriaIssue 030Proposed
P-030-06Open language models for tradersKenya, NigeriaIssue 030Proposed
P-031-01RBI AI sandbox for smaller lendersIndiaIssue 031Proposed
P-031-02Legal gateway for sharing fraud signalsIndiaIssue 031Proposed
P-031-03Shared platform to flag financial crimeUAE, Saudi ArabiaIssue 031Proposed
P-031-04Supervised generative AI sandboxUAE, Saudi ArabiaIssue 031Proposed
P-031-05AI sandboxes at central banksKenya, Nigeria, South AfricaIssue 031Proposed
P-031-06Live, consent-based open bankingNigeriaIssue 031Proposed

Options for GCC and Africa are in their editions. These are options for discussion, not advice to any government. Precedents are described as published by their sources; pools are our estimates from this issue's figures. No one pays to appear in this section.

7 · Investment signals

Where the unclaimed prize sits, and who is funding it

Most of the prize has not been picked up, so most of the market is still unserved. Two theses for investors, the disclosed funding we found, and dated calls we will score in public.

₹27,550 crA year, in India: the 91% of a ₹30,270 crore yearly prize not yet picked up.
Two theses for India
T-031-01Seed to Series A

A voice assistant for banking agents and tellers

Buyer

Banks' financial inclusion teams and the companies that run banking correspondent networks.

Solution

Counter and agent assistant, the top-ranked AI solution in this edition.

Readiness

Low today. It needs voice tools in every Indian language and devices at the counter.

Tailwind

Banking BHASHINI, the RBI's language AI project, and policy option P-031-01.

Watch

A large bank or correspondent network piloting voice for its agents.

T-031-02Growth VC and strategic

Model risk and AI governance tools for lenders

Buyer

Banks and NBFCs that must keep an inventory of models, a kill switch and bias tests under the RBI's draft guidance.

Solution

Supervising and checking AI, the new skills in this edition, sold as software.

Readiness

High once the RBI finalises its guidance; the draft closed for comment in July 2026.

Tailwind

RBI's draft model risk guidance and the Governor's call for a full inventory of AI models.

Watch

The final guidance and its compliance date.

Funding pulse

Disclosed rounds for Indian AI built for finance that we could confirm are few and modest: Lumiq raised ₹50 crore in a Series B led by Bajaj Finserv Ventures in June 2026 (AF.net); InRisk Labs raised US$27m led by Bessemer and Northpoint in August 2026 for AI-led reinsurance (Inc42); Pibit.AI raised US$7m led by Stellaris for insurance underwriting, mostly for US clients (Inc42). Money is going to insurance and data; the counter is unfunded.

Investment Ledger: dated calls, scored in public
IDCallCheck byConfidenceStatus
I-030-01At least one disclosed round of US$5m or more for an AI tool built for Indian kirana stores.30 Jun 2027ModerateOpen
I-030-02At least one GCC retail software company launches an AI product sold to retailers it signed up for e-invoicing.31 Mar 2027Moderate-highOpen
I-030-03A disclosed round of US$10m or more for an African company offering AI bookkeeping or credit to informal traders.30 Jun 2027ModerateOpen
I-030-04A sovereign-linked fund outside Saudi Arabia leads a retail AI round of US$20m or more in the GCC.31 Dec 2027Low-moderateOpen
I-031-01A disclosed round of US$10m or more for an Indian company selling AI model governance or model risk tools to banks.30 Sep 2027ModerateOpen
I-031-02A Gulf central bank or financial regulator opens a supervised AI or generative AI sandbox for banks.30 Jun 2027ModerateOpen
I-031-03At least one bank in South Africa, Nigeria or Kenya announces it is licensing an outside AI credit engine.30 Jun 2027ModerateOpen

Sector and market theses only. Nothing here rates, recommends or values any company or security, and none of it is investment advice. Companies are named only as examples of disclosed funding, from the public sources linked; some figures are not confirmed by the companies. No one pays to appear in this section, and it is separate from the AIWoW Awards jury.

8 · The Forecast Ledger

Dated. Falsifiable. Scored in public.

The record so far
New this issue
Next to score
Every forecast
9 · Play

Two minutes, two games: this week's AI word and AI crossword

A new word and a new crossword every Friday, Issue . Play here, then share your result without giving away the answers.

Radar Word: guess the AI word in six tries
The AI Crossword: twelve words every leader now hears
Behind the numbers

How we got these numbers

Every figure in this issue comes from public sources and our own analysis of how the work is done. Open any section to see the working.

A
How we sized the work

Checks we ran
B
The new skills, and why banking needs more of someSupervising AI, checking its work, writing its instructions and looking after data.
C
What we could not confirmRead this before you quote a number.
D
Sources

    R Reported: a named report, filing or news story. A Our analysis of how the work is done. E Our estimate from the named sources.

    Print page. How this issue runs as a broadsheet page, on A3.