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Roles and skills · Research, October 2026

Roles for the AI-native era.

We train a small number of students for the roles that build and scale businesses with AI. Not the biggest teams or the most postings: the roles where technology, business and AI meet, and one person owns a result a business can see.

59 roles · 591 openingsA role-by-role market study of what Indian employers hire for at entry level, and the skills and tools they ask for.
Five studies to 2031Every role tested against slow, middle and fast AI adoption. A student joining in 2027 graduates in 2031.
Four tests per roleIntersection, an owned outcome, a credible ₹10 lakh-plus path, and durability. Most roles fail at least one.
01 The market

The entry rung is splitting.

Hiring in India is steady but more selective. One side of the first job is shrinking and repricing. The other pays a premium for people who can specify, build, verify and own a result. We train for the second side.

6,000

forward-deployed engineers Infosys plans to build, to put AI to work inside client businesses. Its leadership says pay will reflect AI skills.

Infosys commentary, 2026, via Deccan Herald
64%

of new roles at India’s global capability centres need AI, data or automation skills. Their 0–3-year band grows fastest, at 18% a year.

foundit Insights Tracker, via Business Today, 1 July 2026
219

of the 591 openings in our study (37%) were open to candidates with zero to one year of experience. The entry door exists, for the right profile.

InfyAI role and skills study, October 2026

The same IT-services firms that pay ₹3.4–4.5 lakh to a mass-tier fresher now pay a premium tier several times that to a fresher who can build with AI. The gap is the opportunity, and another coding course does not close it.

How we did the research

Hiring evidence first, then a test against the future. Where we infer, we say so. This research guides what we teach; it is not a forecast we can promise, and it changes when the evidence does.

Today’s hiring

650+ postings in India collected in October 2026 across 70+ entry roles, with the skills and tools each asks for.

The work itself

Fifteen role families broken into the tasks a junior does in the first two years, and what AI can already do of each.

Three futures to 2031

Each family tested against slow, middle and fast AI adoption in five independent studies, with signposts for which future is unfolding.

Checked claims

Key facts re-checked against primary sources. Anything we could not find at source is left off this page.

02 What we mean by premium

A role goes on this page only if it passes four tests.

Roles that fail the second test but pass the rest, such as AI evaluation, analytics engineering and software engineering, become skills we teach, not lanes we sell.

It sits at the intersection

It needs at least two of technology, business and AI, with AI as the lever rather than the subject.

It owns an outcome

Accountable for revenue, cost, a customer result or a product decision. A queue or a report is not an outcome.

It has a premium path

Market evidence of a route from entry to ₹10 lakh-plus within three to five years, reachable from a Tier-2 or Tier-3 college.

It lasts to 2031

In five independent studies of entry roles to 2031, it is growing or transforming, not shrinking.

03 Six lanes, one outcome

What you will own, and where it leads.

Day-one roles are ones employers already hire for at zero to one year. Destinations are where each lane leads in three to five years. Software is the foundation of every lane, not the target.

A

AI implementation and deploymentLeads to forward-deployed

Put AI to work inside a client’s business and own the go-live.

B.Tech preferred · MBA eligible · BBA through shipped integrations and a client sprint

Day one

  • Associate implementation or solutions engineer
  • AI implementation associate
  • Customer success engineer, junior TAM
  • Healthcare or BFSI AI implementation associate

Where it leads

  • Forward-deployed engineer
  • Implementation lead
  • Solutions architect
B

Business automation and agent operations

Redesign a process, build the agent, own the saving.

B.Tech preferred · BBA and MBA eligible

Day one

  • AI operations or automation analyst
  • Agent operations associate
  • AI generalist in an SME or startup

Where it leads

  • Automation lead
  • AI transformation manager
  • Head of operations
C

Revenue systems and technical selling

Build the machine that sells, and sell what you built.

All three degrees eligible · B.Tech preferred for the engineering side

Day one

  • GTM engineer, technical RevOps
  • RevOps analyst
  • Associate solutions or presales engineer
  • CRM functional consultant

Where it leads

  • GTM lead
  • Solutions or sales engineering lead
  • Enterprise account executive
D

Decision analysis to product

Analysis that changes a decision, leading to product ownership.

B.Tech preferred · BBA and MBA eligible

Day one

  • Business or product analyst
  • Product operations
  • Growth or product analyst
  • Decision science associate

Where it leads

  • Product manager
  • Product lead
  • Analytics lead
E

Founder’s office and transformationTop of cohort

Run the problems nobody owns yet.

B.Tech and MBA preferred · BBA eligible

Day one

  • Founder’s office associate
  • Strategy and BizOps associate

Where it leads

  • Chief of staff
  • AI transformation consultant
  • General manager
  • Founder
F

Industry AI lanes

The same skills, inside one sector’s rules and economics.

B.Tech and MBA preferred · BBA eligible · one industry chosen by Year 2

Day one

  • Credit or risk analyst (AI underwriting)
  • Supply chain or operations analyst
  • Category associate (e-commerce, q-commerce, D2C)
  • Procurement analyst
  • Healthcare AI operations associate

Where it leads

  • AI governance or risk lead
  • Category manager
  • Industry AI lead
  • Sector consultant

Your own venture: an outcome, not a placement.

Every student starts a venture in Year 1 with a small seed and is graded on process, not revenue. Ventures that survive get Demo Day, an incubator route and investor access. Founders are counted separately and never as jobs.

04 What we are not training you for

If a role can be described as a queue, we are not training you for it.

We are training you for the role that supervises the queue, redesigns it, or sells what comes out of it. Each role on the left is on the declining list in all five studies to 2031.

Shrinking entry roleWhere that hiring moves instead
Outbound prospecting (SDR, BDR, BDE)GTM engineering and consultative selling
Tier-1 support and CX associateAgent supervision, escalation and implementation
Volume and SEO content writingContent operations with evaluation
MIS and reportingAnalytics engineering
Data entry and catalogue operationsException handling and quality ownership
Manual or scripted test executionTest automation and evaluation engineering
Mass-tier junior coding in IT servicesPremium tiers and forward-deployed pools
Junior desk researchAnalysis with verification and client judgement

Every lane on this page sits in the right-hand column.

05 Skills that last

Skills that will still be worth something in 2031.

Five independent studies asked which entry-level skills survive to 2031 whatever happens to the tools. These eight were on every list; three more were on four of five. Tools change every year, so we teach them as examples.

1

Verification and evaluation design

The more the AI does, the more your job is deciding whether it did it right. You build the test that decides.

Every studio; Agent Lab evaluations
2

Specification and decomposition

Agents execute specs. Someone has to turn a vague need into a precise task.

Maker studios; product requirements; capstone
3

SQL, data modelling and metric definitions

Every decision role runs on a metric someone defined.

Data and SQL studio
4

APIs, integration, auth and debugging

Implementation is integration. Nothing ships without it.

Product studio; Agent Lab
5

One industry’s domain knowledge

The same automation is worth far more to someone who knows the sector’s rules.

Sector studios, from Year 2
6

Client handling and discovery

Four of the six lanes face a client from day one.

Customer interviews; paid SME sprint
7

Accountability for an outcome

Owning a metric, an incident or a client result is the job, so ownership is graded.

Venture P&L; client sprints
8

Clear writing for decisions

The output of judgement is a document someone else can act on.

Writing for Work
+

Programming and debugging, without AI

You cannot verify what you cannot read. Named in four of five studies.

Programming with AI; no-AI checkpoints
+

Process mapping and workflow redesign

Automation starts with the process, not the tool. Named in four of five studies.

SME sprint
+

Regulation and data protection

DPDP, RBI, IRDAI and SEBI decide what AI may do in the sectors that pay. Named in four of five studies.

AI ethics, policy and DPI studio
49roles ask for spreadsheets
45ask for clear writing
42ask for stakeholder management
38ask for SQL
38ask for automation and agents
8ask for “prompt engineering” on its own

Across 59 researched roles and 591 openings. We teach prompting inside building and evaluation, not as a course.

06 How we know you can do it

Twelve competencies an employer can see.

Every studio grades you twice: once with every AI tool you can find, on whether the thing works; once with none, on whether you can explain it, fix it and defend it. How assessment works

CompetencyWhat an employer sees in a first-round exerciseTested
Process discoveryDocuments how a customer really works, including the workaround nobody mentions. Says which process is worth automating and which is not.Without AI
Automation and agent designBuilds a multi-step workflow that handles its own failures, with a human checkpoint wherever a wrong answer costs money.Both
Verification of AI outputSpots the invented company, the confidently wrong field, the workflow that runs but produces the wrong answer.With AI
Integration and debuggingConnects two systems end to end and diagnoses why they stopped talking, without documentation.Both
Question framing and analytical honestyTurns a vague complaint into an answerable question. States what the data cannot support.Without AI
Commercial framingExplains what a built thing is worth in rupees, not hours saved. Writes success criteria that are measurable and time-bound.Without AI
Discovery and technical translationAsks the questions that change the shape of the solution. Explains a constraint to a business buyer without jargon and without spin.Without AI
Ownership under ambiguityTakes an undefined problem and returns with it solved. Decides what not to do when everything is urgent.Both
ComposureHandles the cutover-day problem or the hostile objection mid-demo without escalating panic.Without AI
Written readoutA finding and a recommendation on one page a busy founder can act on in a minute.Without AI
Shipping under constraintDelivers something usable in a day rather than a perfect thing in a month.With AI
Teaching a userTrains a non-technical user to complete the task unaided afterwards.Without AI
07 Pick an industry

The intersection pays most inside one sector.

You choose yours by Year 2 (B.Tech) or Semester 2 (MBA and BBA). Adoption pace is our reading of how fast Indian employers in each sector are moving AI from pilots into daily work.

IndustryAI adoption in IndiaEntry roles being createdOur depth today
Banking, financial services and fintechFastCredit and risk analysis with AI underwriting; KYC exception analysis; AI governance and model riskSector studio. The most fresher evidence.
Healthcare and life sciencesBase, regulation-gatedHealthcare AI implementation and operations; revenue-cycle AI quality; pharmacovigilance operationsSector studio. Clinical-AI capability centres opening.
IT services and capability centresFastImplementation engineering; forward-deployed pools; customer engineering; analytics engineeringEmployer type across lanes A, B and C.
SaaS and startupsFastGTM engineering; implementation; product analysis; founder’s officeEmployer type across all lanes.
Retail, e-commerce, quick commerce, D2C, FMCGBaseCategory; supply chain; marketplace exception handlingPartial. Lower entry pay; strong destinations.
Manufacturing and Industry 4.0Slow to baseIndustry 4.0 analysis; procurement; operationsPartial. Strongest where tied to a plant.
Education and EdTechBaseAI product in EdTech; learning operationsPartial. Our own domain.
Professional services and consultingFastAI transformation analysis; strategyA destination rather than an entry point.
Telecom, energy, infrastructure, public sectorSlowFew named entry roles yetWatching.
08 What the market pays

Market data, not a promise.

In the lanes on this page, roles at three to five years in metro and capability-centre markets commonly post ₹10–20 lakh a year. Day-one entry in the same lanes posts ₹4–12 lakh, with premium tiers above ₹10 lakh for candidates who can show shipped work.

No InfyAI cohort has graduated. These are third-party figures with their sources and dates. We will publish our own outcomes, with the method and the unplaced count, when a cohort has them.

09 How this stays current

When the evidence moves, we move.

We review the role list every year and track a short set of public signals every quarter. Changes to roles and studios are published here. Next review: [date].

  • Fresher and AI hiring trends in India
  • Intake by large employers and capability centres
  • How fast companies move AI from pilots into daily work
  • Early-career employment research overseas

Sources

  • Infosys forward-deployed engineers, 2026: Deccan Herald
  • foundit Insights Tracker, via Business Today, 1 July 2026
  • Stanford Digital Economy Lab: Brynjolfsson, Chandar and Chen, Canaries in the Coal Mine? (August 2025, revised November 2025). US data, cited as a signal, not as Indian evidence.
  • Pay: PayScale India (March and April 2026), AmbitionBox (2026), Weekday BA salary guide (2026), Zinnov–NASSCOM GCC Landscape 2026, Business Line and Financial Express (2026), job postings collected October 2026
  • Role forecasts: five independent 2028–31 entry-role studies and a 59-role, 591-opening market study, consolidated October 2026. Request the method note

Train for the side of the rung that’s growing.

See how a studio turns these skills into evidence, or bring the track to your campus.