Three words, two Indias

A visual story from AIM, September 2026

two Indias

“Forward Deployed Engineer” has become the job title Indian IT services want fifteen thousand of. The open roles that carry it number in the hundreds. A data-driven map of who hires, where, what they ask for and what they pay.

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Chapter 1

Palantir named the role in the 2000s. It took two decades and a generative AI boom for the rest of the industry to want it, and eighteen months for Indian services to want it most of all.

Palantir coined “Forward Deployed Engineer” for engineers stationed inside customer organisations, building against live problems in the customer’s own systems. Until 2016 the company employed more of them, known internally as Deltas, than software engineers.

OpenAI stood up a dedicated forward deployed engineering function in early 2025, the first frontier lab to organise the work as a team of its own.

On 4 June 2025 a16z partner Joe Schmidt called FDE the hottest job in startups. Twenty-two of OpenAI’s 311 open roles carried the title at the time.

Anthropic opened a Bengaluru office on 16 February 2026 under Irina Ghose, formerly managing director of Microsoft India, and began hiring applied AI architects and engineers. It described India as the second-largest market for Claude.ai.

On 30 June 2026 AWS committed $1bn to a forward deployed engineering organisation that sends pods of five or six engineers into customers for 45-day cycles. Two days later Microsoft launched Frontier Company with $2.5bn and about 6,000 experts.

In July 2026 TCS chief executive K. Krithivasan said the company wants 1 to 1.5% of its 593,798 associates working as FDEs, as many as 8,900 people. Two weeks later Tredence pledged 200. The three words had arrived in Indian services.

How a Palantir job title became an industry

Selected moments, 2000s to July 2026

Chapter 2

The US market for the strict title grew eightfold in a year. India’s grew faster, from a base small enough to count by hand.

In April 2025 there were 643 open roles in the United States titled Forward Deployed Engineer.

Twelve months later the count was 5,330, a rise of 729%, with advertised pay from $170,000 to more than $200,000.

India’s live pool of strict-title roles is 250 to 270 at any moment. A broad match on the title reached about 585 open postings in July 2026; a tight match in September returned 93.

Indian demand rose roughly 800% across the first three quarters of 2025. The growth is real; the base is small.

Live postings for the strict title

Number of open roles titled Forward Deployed Engineer

AIM Research, September 2026. Broad and tight matches are counts of open postings and are not de-duplicated.

Market Match Date Count Note
United States Strict title Apr 2025 643 Baseline
United States Strict title Apr 2026 5,330 +729% year on year
India Live strict-title pool Jun 2026 250–270 Roles open at any moment
India Broad title match Jun 2026 243 Not de-duplicated
India Broad title match Jul 2026 ~585 Discovery signal
India Tight title match Sep 2026 93 Exact-title postings

Chapter 3

One market is measured in hundreds of open roles. The other is measured in pledges.

This is the open market. Each dot stands for ten roles. The solid dots are the live pool of 270; the hollow ones extend to the broad-match figure of 585.

TCS has pledged that 1 to 1.5% of its associates will work as FDEs: between 5,900 and 8,900 people, drawn from a workforce of 593,798 at the end of June 2026.

Infosys is targeting about 6,000. At its June 2026 AGM it reported roughly 600 AI agents built and 4,800 AI projects under way, with about 90% of clients described as AI-aware.

The mid-tier follows. Tredence has committed to 200 domain-native FDEs over 12 to 18 months, Coforge is moving from about 20 to 100, and EPAM from about 50 to 100.

Every dot on the right is a target. No company has said how many will be new hires and how many retrained staff. The cluster on the left is what a candidate can apply to today.

Open roles against pledged headcount

One dot is ten people. Solid dots mark the lower bound of a range, hollow dots the upper bound.

The open market: every live role a candidate can apply to today.

Company Pledge or target Basis Date Confidence
TCS 5,900–8,900 1–1.5% of 593,798 associates; split between new hires and conversions not disclosed Jul 2026 High
Infosys ~6,000 Target stated at the June 2026 AGM; ~600 AI agents, ~4,800 AI projects Jun 2026 Medium-high
Tredence 200 New FDE practice, domain-native FDEs over 12–18 months Jul 2026 High
Coforge ~20 → 100 Company target for FY26 2026 Low-medium
EPAM ~50 → 100 Company target for FY26 2026 Low-medium
Open market, India 250–585 Live pool to broad-match count Jun–Jul 2026 Medium

Chapter 4

Twenty-seven employers show a primary signal in India: a live requisition, a named practice or a public pledge. Four more appear only in secondary lists.

Grouped by the kind of company, the market splits five ways. The opacity of each tile follows the confidence of the evidence behind it.

Two frontier labs hire in Bengaluru. OpenAI has posted a remote AI Deployment Engineer role for startups and runs a dedicated FDE organisation globally; Anthropic is hiring applied AI architects and engineers for its new office.

Platform vendors carry the most live strict-title postings. Databricks lists FDE and Senior FDE roles in Bengaluru, Google Cloud hires GenAI FDEs at levels III and IV, and Palantir, Salesforce, Atlassian, Turing and HackerRank all use the title.

Among Indian AI startups, Sarvam AI stands out with several FDSE tracks and clients including Tata Capital, SBI Life, CRED, IDFC and LIC. PromptQL, Avaamo, Meesho and Gnani.ai post the title too.

Services firms hold the pledges. TCS, Infosys, Wipro, Coforge, EPAM and Tredence have announced FDE headcount or practices; Accenture, Fractal and Cognizant carry FDE-titled requisitions.

Consulting rounds it out: McKinsey QuantumBlack hires forward deployment engineers up to principal level in Bengaluru, and BCG X in Mumbai and Gurgaon. Krutrim, Yellow.ai, Quantiphi and Ema are named in secondary lists, and no primary FDE posting was found for any of them.

Employers with an FDE signal in India

Solid borders mark high-confidence evidence; dashed borders mark low confidence or secondary sources.

Frontier labs

OpenAIRemote, BengaluruAnthropicBengaluru

Platform vendors

DatabricksBengaluruGoogle CloudBengaluru, HyderabadPalantirBengaluru, smallSalesforceIndia officesTuringBengaluru, Chennai, Hyderabad, Mumbai, PuneAtlassianBengaluru, remoteHackerRankBengaluru

Indian AI startups

Sarvam AIBengaluru, DelhiPromptQL (Hasura)BengaluruAvaamoBengaluruMeeshoBengaluruGnani.aiBengaluruAtomicworkBengaluru engineering; FDE in Bay AreaComposioIndia engineering; FDE roles in SF

IT and analytics services

TCSPan-IndiaInfosysPan-IndiaTredenceBengaluruWiproPan-IndiaAccenturePan-IndiaFractalBengaluruCognizantBengaluruCoforgeNoidaEPAMHyderabad, Pune

Consulting

McKinsey QuantumBlackBengaluruBCG XMumbai, Gurgaon

Named in secondary lists only

Krutrim—Yellow.ai—Quantiphi—Ema—

Company Type India cities Strict-title signal Confidence
OpenAI Frontier lab Remote, Bengaluru AI Deployment Engineer, Startups; dedicated FDE organisation High
Anthropic Frontier lab Bengaluru Applied AI Architect and Engineer roles High
Databricks Platform vendor Bengaluru FDE and Senior FDE High
Google Cloud Platform vendor Bengaluru, Hyderabad GenAI FDE, levels III and IV High
Palantir Platform vendor Bengaluru, small FDE, FDSE, Deployment Strategist Medium
Salesforce Platform vendor India offices FDE pods on Agentforce Medium
Turing Platform vendor Bengaluru, Chennai, Hyderabad, Mumbai, Pune Principal Forward Deployed AI Engineer Medium
Atlassian Platform vendor Bengaluru, remote Senior FDE, AI Medium
HackerRank Platform vendor Bengaluru FDE, in office Medium
Sarvam AI Indian AI startup Bengaluru, Delhi Several FDSE tracks High
PromptQL (Hasura) Indian AI startup Bengaluru FDE and Forward Deployed Analyst High
Avaamo Indian AI startup Bengaluru FDE, 40–50% travel High
Meesho Indian AI startup Bengaluru FDE-II, Voice AI Medium
Gnani.ai Indian AI startup Bengaluru FDE and Senior FDE Medium
Atomicwork Indian AI startup Bengaluru engineering; FDE in Bay Area FDE Medium
Composio Indian AI startup India engineering; FDE roles in SF FDE new grad and intern Medium
TCS IT and analytics services Pan-India Pledge: up to 8,900 FDEs High
Infosys IT and analytics services Pan-India Target: about 6,000 FDEs High
Tredence IT and analytics services Bengaluru 200 FDEs over 12–18 months High
Wipro IT and analytics services Pan-India Expanding FDE pool Medium
Accenture IT and analytics services Pan-India Forward Deployed AI Engineer Medium
Fractal IT and analytics services Bengaluru Architect, FDE (Cogentiq) Medium
Cognizant IT and analytics services Bengaluru Senior Engineer, FDE Medium
Coforge IT and analytics services Noida About 20 to 100 FDEs by FY26 Low
EPAM IT and analytics services Hyderabad, Pune About 50 to 100 FDEs by FY26 Low
McKinsey QuantumBlack Consulting Bengaluru Forward Deployment Engineer, to Principal Medium
BCG X Consulting Mumbai, Gurgaon Lead Forward Deployed AI Engineer Medium
Krutrim Secondary list — No primary FDE posting found Unconfirmed
Yellow.ai Secondary list — No primary FDE posting found Unconfirmed
Quantiphi Secondary list — No primary FDE posting found Unconfirmed
Ema Secondary list — India roles are backend engineering Unconfirmed

Layer 1 counts roles explicitly titled Forward Deployed Engineer or a close variant. Adjacent titles such as Applied AI Engineer and Customer Engineer are noted where they are the firm’s main vehicle for the same work.

Chapter 5

Five cities account for the FDE job descriptions that can be found. One of them holds close to half.

Bengaluru holds about 45% of India’s FDE job descriptions. Sarvam, Databricks, Google Cloud, Anthropic, PromptQL, Avaamo, Gnani.ai, Meesho, HackerRank, Atlassian and McKinsey QuantumBlack hire here.

Hyderabad takes about 22%, led by Google Cloud, EPAM and the global capability centres.

Gurugram and the wider NCR account for about 15%, with BCG X, Coforge in Noida, the GCCs and Sarvam’s Delhi team on public-sector work.

Mumbai and Pune together take about 12%. BCG X sits in Mumbai; TCS and EPAM hire in Pune.

Chennai holds about 6%. Taken together, close to 70% of the country’s roles sit inside a Bengaluru–Hyderabad corridor. The shares are best read as directional.

Share of India’s FDE job descriptions by city

Circle area is proportional to share. Positions are geographic; no base map is drawn.

City Share of JDs Employers with a signal
Bengaluru 45% Sarvam AI, Databricks, Google Cloud, Anthropic, OpenAI (remote), PromptQL, Avaamo, Gnani.ai, Meesho, HackerRank, Atlassian, McKinsey QuantumBlack, Tredence, Fractal, Cognizant
Hyderabad 22% Google Cloud, EPAM, Turing, global capability centres
Gurugram and NCR 15% BCG X (Gurgaon), Coforge (Noida), GCCs, Sarvam (Delhi, public sector)
Mumbai and Pune 12% BCG X (Mumbai), TCS, EPAM (Pune), Turing
Chennai 6% Turing; US firms hiring remotely into Chennai

Shares are AIM Research estimates from job descriptions collected in 2026; confidence low to medium.

Chapter 6

Employers want an engineer who has already shipped in production and can sit across from a client. That points to a specific stretch of a career.

The core demand is for two to five years of backend, data or cloud experience followed by a lateral move into customer-facing delivery. Sarvam’s FDSE band and Meesho’s FDE-II both sit here.

The ladder runs to principal. McKinsey QuantumBlack asks for 10 to 12 years; Databricks and Sarvam post senior tracks at six to ten. Entry-level roles exist at Wipro and Composio and are the exception.

Across 1,000 FDE postings AIM analysed, customer discovery appears in 55% and building AI systems in 37%; Python is named in 66% of postings and TypeScript in 35%.

Indian postings add RAG, agent frameworks, MCP servers, vector databases, evals, Kubernetes and enterprise systems from SAP to ServiceNow. Travel is written into the job: 40 to 50% at Avaamo, up to 50% at Commure, about 25% historically at Palantir.

Years of experience demanded

Ranges stated in named India-relevant postings

Composio, FDE intern and new grad

Wipro, junior FDE

Sarvam AI, FDSE core band

Meesho, FDE-II

Databricks, Senior FDE

Sarvam AI, Senior FDSE

McKinsey QuantumBlack, Principal

Cadence, Principal AI FDE

024681012 yrs

The two-to-five band dominates the sample; entry-level and principal roles are the tails.

What postings ask for

Share of 1,000 FDE postings analysed that name each requirement

Python

66%

Customer-facing discovery

55%

Building AI systems

37%

TypeScript

35%

Integration and APIs

32%

RAGLangChain / LangGraphCrewAIGoogle ADKMCP serversVector databasesEvalsKubernetes / HelmDockerCI/CDSAPSalesforceServiceNowWorkdaySnowflakeDatabricks

Travel 40–50%: AvaamoTravel up to 50%: CommureTravel ~25%: Palantir, historically

Experience band Prevalence in sample Typical postings
0–2 years Low; rare as the default Junior FDE (Wipro, Elfonze); interns and new grads (Composio)
2–5 years Dominant Sarvam FDSE, Meesho FDE-II, Adopt AI, most startup FDE roles
6–10 years Common at senior Databricks Senior FDE, Sarvam Senior FDSE, McKinsey QuantumBlack
10+ years Niche McKinsey QuantumBlack Principal (10–12), Oracle Senior Principal, Cadence Principal AI FDE
Requirement Share of postings
Python 66%
Customer-facing discovery 55%
Building AI systems 37%
TypeScript 35%
Integration and APIs 32%

Skill shares come from AIM’s analysis of 1,000 postings; India-specific postings name the same core plus RAG, agents, MCP, vector databases, evals, Kubernetes and enterprise systems.

₹5 lakh to ₹90 lakh

The pay range advertised for the same three words in the same country, an eighteen-fold spread between a services delivery seat and a founding FDE role.

AIM Research, September 2026

Chapter 7

Employer type explains most of the gap. Experience explains the rest.

Services practices anchor the bottom of the table: ₹10 to 18 lakh at entry, ₹18 to 28 lakh at three to six years, ₹28 to 45 lakh beyond that.

Indian AI startups pay ₹28 to 45 lakh mid-career, with ESOPs on top. Live postings sit higher: PromptQL advertises ₹45 to 67 lakh for a forward deployed analyst in Bengaluru, and Cartesia ₹70 to 90 lakh for a founding FDE.

Global labs hiring remotely into India top the table at ₹90 lakh to ₹1.5 crore for senior engineers. Market-wide averages sit far below, at ₹13.2 lakh across India and ₹17 lakh in Bengaluru, because most of the volume is in services.

Set against a Palantir FDSE in the US at $171,000 to $295,000, or a frontier-lab senior at $400,000 and above, India’s FDE premium over a comparable software engineer is 20 to 40%. It is uneven: some FDEs earn less than peers in pure engineering roles.

Annual pay for FDE roles in India, by employer type

Estimated bands in lakh rupees. Select an experience band; the story moves it for you.

Global AI lab, remote

OpenAI, Anthropic

₹35L–₹55L

Consulting and SI

McKinsey QuantumBlack, EPAM, PwC

₹20L–₹35L

MNC AI platform

Databricks, Snowflake, Salesforce

₹22L–₹35L

Indian AI startup

Sarvam, Krutrim, Yellow.ai; plus ESOP

₹18L–₹28L

IT services practice

TCS, Infosys, Coforge

₹10L–₹18L

Reference points

Means and posted ranges

₹0₹40L₹80L₹1.2Cr₹1.6Cr

For comparison: US pay for the same title, in dollars

Posted US FDE roles

median about $190–195K

$151–221K

Palantir FDSE

median about $211K

$171–295K

Frontier-lab senior FDE

$400K and above, with equity

$400–500K

$0$130K$260K$390K$520K

India’s FDE premium over a comparable software engineer at the same experience: roughly 20 to 40%, with exceptions in both directions.

AIM Research estimates, September 2026. All bands are estimates.

Employer type Examples 0–2 years 3–6 years 7+ years
Global AI lab, remote OpenAI, Anthropic ₹35–55L ₹55–90L ₹90L–1.5Cr+
Consulting and SI McKinsey QuantumBlack, EPAM, PwC ₹20–35L ₹35–60L ₹60–90L
MNC AI platform Databricks, Snowflake, Salesforce ₹22–35L ₹35–55L ₹55–80L
Indian AI startup Sarvam, Krutrim, Yellow.ai; plus ESOP ₹18–28L + ESOP ₹28–45L + ESOP ₹45–75L
IT services practice TCS, Infosys, Coforge ₹10–18L ₹18–28L ₹28–45L
Reference point Figure
All-India FDE average ₹13.2 lakh
Bengaluru FDE average (25th–75th percentile ₹11.1–36.2L) ₹16.99 lakh
Forward deployed software engineer, market average ~₹17.9 lakh
Experienced FDE ~₹40 lakh
Forward Deployed Analyst, Bengaluru (PromptQL posting) ₹45–67 lakh
Founding FDE, India (Cartesia posting) ₹70–90 lakh
Palantir FDSE, US (median ~$211K) $171–295K
Posted US FDE (median ~$190–195K) $151–221K
Frontier-lab senior FDE, US $400–500K+
Salesforce FDE, US median ~$285K

$900 an hour

What PromptQL says clients pay for its forward deployed engineers, above the $400 to $600 an hour billed by a Big Four partner, with no pushback from clients.

Tanmai Gopal, chief executive, PromptQL, September 2025

Chapter 8

Enterprises moved from pilots in 2024 and 2025 to production in 2026, and deployment became the bottleneck. Six kinds of buyer are pulling the demand.

Banking and insurance

Sarvam’s client list includes Tata Capital, SBI Life, IDFC and LIC. BCG X’s India FDE roles lean on financial services, and Infosys posts agentic roles for the sector.

Global capability centres

Retail and banking parents deploying AI through their India centres are named among FDE hirers: Walmart, Target and Goldman Sachs among them.

Healthcare and public services

Anthropic’s Bengaluru launch came with partnerships in education, agriculture and public services, all of which need engineers embedded on the ground.

Manufacturing and semiconductors

Cadence hires a Principal AI FDE for chip-design tooling, the first sign of the role leaving conventional software.

Retail and e-commerce

Voice AI is the entry point. Meesho’s FDE-II works on voicebots; Gnani.ai and Avaamo hire FDEs for conversational deployments.

Government and sovereign AI

The IndiaAI Mission and sovereign-model work give Sarvam a Delhi team, including a Strategic Deployment Engineer role on public-sector programmes.

$2.6bn

TCS’s annualised AI revenue run-rate, the base its FDE pledge is meant to grow.

$100m

Anthropic’s Claude Partner Network, which brought in Accenture, Deloitte, Cognizant and Infosys in March 2026.

2×

Anthropic’s India run-rate revenue since October 2025; India is the second-largest market for Claude.ai.

Chapter 9

Three IIT-branded programmes and at least five bootcamps appeared inside a year. The fees span sixteen times.

IIT Delhi launched an Advanced Certificate in AI Forward Deployed Engineering: six months online, ₹1,65,000 plus GST, with a curriculum split 70/30 between building and delivering. IIT Roorkee runs a PG certificate with Futurense, and IIT Gandhinagar retooled a residential AI curriculum around the role, with a cohort starting this month.

Private providers moved faster and cheaper. Krish Naik Academy’s bootcamp costs about ₹10,000 over five to six months; School of Core AI charges ₹65,000 for five; Supervity pays a stipend for a 12-week trainee programme; Scaler and fde.academy run their own tracks.

From ₹10,000 to ₹1,65,000 for a similar promise: a job with the three words in the title.

Most of these programmes launched within the past year. Placement outcomes, once published, will show whether the supply side is real.

FDE training programmes in India

Fee against duration, where both are published

Fee and duration not yet published: IIT Roorkee (PG certificate with Futurense), IIT Gandhinagar (residential, cohort from September 2026), Scaler (FDE Specialization).

Programme Provider Format Fee Note
Advanced Certificate in AI Forward Deployed Engineering IIT Delhi (CEP) 6 months, online ₹1,65,000 + GST 70/30 build-to-deliver curriculum
PG Certificate in Forward Deployed AI Engineering IIT Roorkee, via Futurense PG certificate, campus immersion Not published Marketed as the first academic FDE programme
Residential AI curriculum retooled for FDE IIT Gandhinagar PG diploma, residential Not published Cohort from September 2026
FDE Specialization Scaler Academy Live, mentor-led Not published End-to-end FDE track
AI FDE Bootcamp Krish Naik Academy 5–6 months ~₹10,000 Starts October 2026
FDE Course School of Core AI 5 months ₹65,000 Discovery-to-handoff curriculum
FDE Trainee Program Supervity 12 weeks Stipend paid Enterprise projects
PGP for FDEs fde.academy 8 months Not published Taught by practising FDEs

Chapter 10

The role travelled to India through people as much as through press. A few of them are public about it.

Praveen Durairaju

Forward Deployed Engineer at PromptQL (Hasura), San Francisco. Educated at SASTRA in Tamil Nadu; writes publicly about embedding inside Fortune 500 engineering teams.

Manan Mehta

Forward Deployed Engineer, Applied AI, at OpenAI in San Francisco, part of the function the company organised in 2025.

Mandeep Singh

AI Deployment Engineering at OpenAI, with an earlier career in India before moving to the United States.

Tanmai Gopal

Chief executive of PromptQL (Hasura), the most public Indian-origin champion of the FDE-as-consultant model and of the $900-an-hour rate it commands.

What the data cannot say

No public figure exists for the share of any firm’s FDE team holding Indian undergraduate degrees, and no verified example was found of an IIT, NIT, BITS or IIIT graduate holding an FDE title at a frontier lab with the alma mater stated. That number does not yet exist in public; the four names here are the visible edge of a much larger group.

Chapter 11

2016

The last year Palantir’s Deltas outnumbered its software engineers.

729%

Rise in US postings for the strict title between April 2025 and April 2026.

~800%

Rise in Indian FDE demand across the first three quarters of 2025.

250–270

Live strict-title roles in India at any given moment.

$3.5bn

Committed by AWS and Microsoft to forward deployed organisations inside 72 hours.

18×

Pay spread from ₹5 lakh to ₹90 lakh for the same job title.

$900

Hourly rate PromptQL says clients pay for its forward deployed engineers.

22 of 311

OpenAI open roles that carried the FDE title in June 2025.

3 IIT-branded FDE programmes launched within a single year.

1.5%

The upper share of TCS’s workforce that its chief executive wants working as FDEs.

TCS’s annualised AI revenue run-rate at the time of the pledge.

1 Principal AI FDE role in chip design, at Cadence, the title’s first step outside software.

Chapter 12

Three numbers would turn this from a narrative into a structure.

01 A four-figure open market

The broad-match count of open roles for the strict title crossing about 1,000 would mean the open market had moved from anecdote to structure.

02 Filled seats at TCS and Infosys

Either firm reporting FDE seats actually filled against its pledge, and how many were new hires, is the moment the services story stops being a target.

03 A placed cohort

The first IIT programme to publish placement outcomes would be the first proof that the supply side exists.

A fourth signal runs the other way: if pay bands stop rising, the scarcity premium is normalising and the title is becoming ordinary.

For now the picture is a small, expensive, referral-driven market for the title as Palantir meant it, standing next to the largest reskilling promise Indian services have made around a single job. Whether the two Indias converge depends on a number no company has yet published: how many of the pledged FDEs are new hires.

AIM tracked open postings for the strict title in India and the United States between April 2025 and September 2026, followed employer announcements and pledges, sampled Indian job descriptions for experience and skill requirements, and compiled pay bands from posted ranges and market averages. The piece separates three things that are usually blended: roles explicitly titled Forward Deployed Engineer or a close variant (the strict title), adjacent titles used for substantially the same work (Applied AI Engineer, AI Solutions Engineer, AI Deployment Engineer, Customer Engineer, Deployment Strategist), and the redeployment pledges of services firms, which are targets rather than filled seats. Counts for the three are never added together.

  • Headcount for services firms is a pledge or target as stated by the company. Broad-match counts of open postings are not de-duplicated.
  • City shares are directional. Pay bands are estimates throughout.
  • Skill frequencies come from an analysis of 1,000 postings; India-specific postings were sampled to confirm the pattern.
  • Krutrim, Yellow.ai, Quantiphi and Ema appear in secondary lists as FDE employers; no primary FDE requisition was found for any of them at the time of research.
  • Growth multiples (729%, ~800%) are US-weighted and directional.
  • Data is current as of 20 September 2026.

AIM. Research and visualisation, September 2026. Figures are AIM Research data points; estimates are marked as such.

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