We run the interview loop before you do.

AI talent specialists for the United States and India. Every candidate we submit has already cleared two engineer-led technical interviews.

Shortlist entry — sampleAgentic AI developer · Bengaluru
5 yrs · Agentic AI systems
Assessed — meets Senior bar
  • Python
  • LangGraph
  • RAG
  • AWS
Systems8.8
Design8.2
Ownership9.0
Development areas

Limited exposure to multi-region failover. Has not led a team formally.

Notice 60 days · comp confirmedFull assessment notes attached
  • Citi
  • Bank of America
  • Mizuho
  • UnitedHealthcare
  • Elevance Health
  • Delta Air Lines
  • TCS
  • Vanguard
  • DriveWealth
  • RapidIT

Our standards

Three commitments that govern every engagement.

These are not aspirations. They are the terms on which we accept a mandate, and they are the basis on which clients hold us to account.

01

Two engineers interview every candidate

Before a profile reaches you, a senior engineer has tested hands-on depth and a lead or architect has assessed design judgement. Failure at either gate stops the process — the profile is not submitted.

02

Seniority is confirmed, not asserted

A candidate submitted as Senior has been confirmed as Senior by a lead or architect. In AI hiring, where terminology moves faster than verification, this is the hardest thing to establish from a CV.

03

Right to Represent before submission

A signed RTR is obtained from every candidate before their profile goes anywhere. No duplicate submissions, and a single clean point of representation for every profile.

The SourceStack screen

Five stages. Two of them run by engineers.

Each stage is sequential, and failure at any one stops the process. Only a candidate who clears every gate is submitted.

01

Phone screen

Recruiter

Fit, availability, rate, authorisation

02

Technical interview

Senior engineer

Hands-on depth, tested by an engineer

03

Design interview

Lead / Architect

Architecture and true seniority

04

Right to Represent

Signed by candidate

Signed before any submission

05

Submission

All gates cleared

Only after every gate is passed

Why this matters most in AI. Demand far outstrips verified supply, the terminology moves fast, and it is easy to sound credible without depth. A generalist recruiter cannot distinguish someone who fine-tuned and deployed a model from someone who called an API. A senior ML engineer can, in minutes.

Documentation

What accompanies every candidate.

Assessment quality is hard to verify from a claim. Every candidate we present arrives with the following record, so your team reviews evidence rather than our conclusions. The development areas row is included as a matter of course.

FieldWhat it contains
Role fitWhere they meet the specification and where they do not — a judgement, not a score.
Systems worked onArchitecture, scale and stack actually worked with: request volumes, data sizes, team structure.
Depth probeThe technical question posed and how it was answered, so you can judge it independently.
Level readOur assessment against your levelling framework, with the reasoning behind it.
Development areasWhat the candidate has not yet demonstrated, stated plainly.
LogisticsCompensation, notice period, location and work authorisation — confirmed at assessment.

Practice areas

Two specialisms, each covered in depth.

We do not operate a general recruitment desk. Our consultants work exclusively within software engineering and artificial intelligence.

AI & Machine Learning

The core of the practice. ML engineering, data science, GenAI, LLM and Agentic AI work, plus the MLOps and platform roles around them — where resume inflation is highest and a generalist recruiter genuinely cannot tell depth from vocabulary.

  • ML engineers
  • Data scientists
  • GenAI / LLM engineering
  • Agentic AI engineers
  • Multi-agent systems
  • MLOps / LLMOps
  • AI platform & infrastructure
  • Applied scientists
  • Forward-deployed engineers
  • AI infrastructure

Software Engineering

The engineering around the models — backend and distributed systems, data and platform infrastructure, and the product engineering built on top.

  • Backend
  • Platform & infrastructure
  • Data engineering
  • Cloud
  • DevOps & SRE
  • Full-stack
  • Frontend
  • Security

How we work with you

Two delivery modes, two routes in.

Recruitment & talent supply

Sourcing, screening and submitting candidates against your open requisitions, with AI and machine learning roles as the core specialisation.

Consulting — onsite consultants

Our own consultants work at your locations, delivering on engagements as part of your team.

Direct to end clients

Engaged as an approved vendor on your own vendor list, submitting against your requisitions with direct contact throughout.

Through prime vendors

Engaged as an approved tier-2 supplier to staffing firms and primes who hold the MSP or VMS relationship. Our submissions are built to protect your ratio with the end client.

Prime vendor network

An approved supplier to firms who already hold the relationship.

Alongside our direct engagements, we work as an approved tier-2 supplier to staffing firms holding the MSP or VMS relationship with the end client. Our submissions are built to protect your ratio.

  • SysMind
  • Apex Systems
  • Kforce
  • Insight Global
  • Robert Half
  • Randstad Digital
  • TEKsystems
  • Photon
  • Altimetrik

Discuss a mandate with us.

A role specification is sufficient to begin. Where we believe a mandate is not achievable as defined, we will set that out at the first conversation.

Book a call