The journal

Notes from inside the machine.

What we are learning about screening at volume, interviewing with a model, and the parts of hiring software that quietly decide things nobody meant them to. Including the parts of ours that do not work yet.

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AI candidate sourcing
candidate sourcing

AI Candidate Sourcing, Built Into Your Hiring Pipeline

How Tukadi's AI candidate sourcing finds people for your open roles and moves them straight into AI screening and interviews — one connected pipeline.

Ashish Sontakke · 22 Jun 2026

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staffing
enterprise

Why Mid-Sized Agencies Lose Enterprise IT Contracts (And How to Fix It)

Mid-sized staffing agencies consistently lose enterprise IT contracts to larger competitors. The gap isn't talent — it's how you present it. Here's the fix.

Ashish Sontakke · 9 May 2026

staffing
ROI

Technical Vetting vs. Resume Screening: The ROI for Staffing Agencies

Staffing agencies that add technical vetting to their screening process see higher placement rates, faster fills, and better client retention. Here's the math.

Ashish Sontakke · 3 May 2026

e-commerce
staffing

5 Non-Negotiable Skills to Test for in E-Commerce Platform Specialists

Staffing for e-commerce roles like Shopify Plus, Magento, or BigCommerce? Here are the five skills that separate real platform specialists from resume-padders.

Ashish Sontakke · 26 Apr 2026

staffing
operations

How to Handle 20+ Niche IT Requirements with a Team of 2 Recruiters

Small staffing teams can't hire a technical interviewer for every role. Here's the operational playbook for screening SAP, Salesforce, ServiceNow, and other niche IT candidates at scale.

Ashish Sontakke · 6 Apr 2026

structured interviews
hiring best practices

Structured vs Unstructured Interviews: What the Research Actually Says

Research shows structured interviews predict job performance twice as well as unstructured ones. Here's what that means for your hiring process and how to make the switch.

Ashish Sontakke · 10 Feb 2026

phone screen
first-round interviews

The Phone Screen Is Dead: What's Replacing First-Round Interviews

The 30-minute recruiter phone screen can't keep up with modern hiring volumes. Here's what forward-thinking teams are using instead — and why candidates prefer it.

Ashish Sontakke · 8 Feb 2026

candidate experience
recruiting

Why Your Best Candidates Drop Off Before the Interview

Top candidates disappear from your pipeline before you ever talk to them. Here's the data on why it happens and what recruiting teams can do to stop the bleed.

Ashish Sontakke · 6 Feb 2026

hiring pipeline
high volume recruiting

What a High-Volume Hiring Pipeline Should Look Like in 2026

The traditional hiring pipeline was built for 50 applicants per role. Here's what a modern, scalable pipeline looks like when you're dealing with hundreds — and how to build one.

Ashish Sontakke · 4 Feb 2026

cost of vacancy
time to fill

The Hidden Cost of Leaving a Role Unfilled for 60 Days

Every day a role sits open costs your company more than you think. Here's how to calculate the real cost of vacancy — and why speed-to-fill matters more than ever.

Ashish Sontakke · 2 Feb 2026

recruiter productivity
hiring efficiency

You're Spending 23 Hours Per Hire on Screening — Here's the Math

A breakdown of where recruiter time actually goes during the hiring process, why first-round screening eats most of it, and how to reclaim those hours.

Ashish Sontakke · 30 Jan 2026

recruiting agency
staffing

A Recruiting Agency's Guide to Screening 500 Applicants Without Adding Headcount

Staffing and recruiting agencies face the highest volume screening demands in the industry. Here's how to scale candidate evaluation without scaling your team.

Ashish Sontakke · 28 Jan 2026

hiring managers
recruiter partnership

What Hiring Managers Actually Want from Recruiters (And How to Deliver It)

The gap between what recruiters deliver and what hiring managers need is the biggest source of friction in talent acquisition. Here's how to close it.

Ashish Sontakke · 26 Jan 2026

AI recruiting
hiring technology

AI in Recruiting: What Actually Works vs What's Just Hype

Not all AI recruiting tools deliver real value. An honest breakdown of which AI applications in hiring actually work, which are overpromised, and where the technology is heading.

Ashish Sontakke · 24 Jan 2026

time to fill
hiring speed

From Job Posting to Shortlist in 48 Hours: A Realistic Blueprint

A step-by-step, hour-by-hour blueprint for going from opening a role to having a ranked shortlist in two days. No corners cut, no quality sacrificed.

Ashish Sontakke · 22 Jan 2026

recruiting ROI
interview automation

The ROI of Automating First-Round Interviews: A Calculator for Recruiting Teams

A practical framework for calculating the return on investment from automating first-round screening interviews — with real numbers you can adapt to your team.

Ashish Sontakke · 20 Jan 2026

recruiter productivity
high volume hiring

How One Recruiter Can Screen 200 Candidates a Week (Without Working Weekends)

A day-in-the-life look at how a single recruiter manages high-volume hiring by replacing manual phone screens with structured AI interviews — and what their week actually looks like.

Ashish Sontakke · 18 Jan 2026

AI interviewing
recruiting

How Tukadi’s AI Interview Platform Conducts Realtime Candidate Interviews

Discover how Tukadi’s AI interview platform automates candidate screening using real-time AI agents. Learn the step-by-step process and see how it transforms modern recruiting.

Ashish Sontakke · 16 Oct 2025

ATS
AI interviewing

Beyond Keyword Matching, How AI Interviews Are Changing Candidate Screening

Learn how AI interviews are replacing traditional resume screening and ATS scoring for fairer and more efficient candidate screening.

Ashish Sontakke · 14 Oct 2025

AI interviewing
recruiting

Introducing Tukadi — AI Screening and Interviews for Recruiting Teams

Why we built Tukadi — evidence-quoted resume screening and recorded AI voice interviews that turn hundreds of applications into a shortlist humans decide on.

Tukadi Team · 1 Jan 2025

Beyond the reading

Easier to check than to argue about.

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