If you look at the recruiting landscape right now, it feels like every conversation centers on how AI can replace the human element of hiring. The market is absolutely flooded with AI sourcing tools promising to magically find your next superstar candidate with the click of a button. Every week, there’s a new pitch, a new promise, and a new algorithm designed to filter out the noise.
We quickly realized that this approach just doesn't work for how we build teams. We are officially done sitting through ten different demos of "revolutionary" AI-sourcing platforms because, for the caliber of talent we need, they all fall completely flat.
In a consulting firm like ours, our people are our business. We aren't looking for standard, checklist resumes; we need high-impact transformers who can walk into a Fortune 500 enterprise, win over senior leadership, and fundamentally change how they deliver.
Finding someone who can do that goes way beyond matching keywords or scanning for basic emotional intelligence. It requires reading between the lines of a person's career history to see how they handle friction. It means evaluating how they challenge legacy mindsets, whether they have the grit to drive a messy transformation, and if they can command a room of skeptical executives while keeping their engineering teams inspired. An algorithm simply cannot decipher those hidden layers of leadership, presence, and battlefield experience.
When it comes to identifying that rare combination of traits, AI sourcing fails. So, we figured we would automate the mundane administrative tasks instead, freeing up our energy to focus on the really hard stuff: sourcing top talent, getting in touch, and having the deep conversations required to get them into our pipeline.
The Automation Playbook: Automating the Mundane to Focus on Sourcing
Instead of trying to force AI to make human judgments, we’re using it to eliminate the tedious paperwork that keeps recruiters chained to their desks. By offloading the mechanical backend of recruiting, we get hours of our week back—time we can directly reinvest into finding and connecting with top-tier talent.
Here is exactly how I built an ecosystem to handle the heavy lifting:
The Problem: Manually compiling interview notes and translating them into structured, actionable data inside our ATS (Lever) takes hours of valuable time every week.
The Stack: MetaView + Claude (Anthropic) + Lever API.
The Solution: I built a custom skill inside Claude and connected it to MetaView (our AI interview record-keeping tool), which is already synced to my calendar. Using an API key, Claude takes the rich data and signals from the interview recording, processes it, and automatically pushes it directly into Lever—completely filling out the candidate Scorecard for me.
The Result: I don’t fill out scorecards manually anymore. The system captures the context, structures the feedback, and logs it instantly.
Every minute saved on paperwork is a minute spent hunting for the best people in the industry, reaching out, and moving candidates through our pipeline without the administrative drag.
Judgment Cannot Be Automated
The reason we can move fast and make high-conviction hiring decisions isn't because an algorithm gave someone a 95% match score. It's because we’ve gotten incredibly good at the conversation part.
Cultural alignment, genuine motivation, and the resilience to thrive in our opinionated, fast-moving, mostly-remote environment don't show up on a screening tool. They emerge during transparent, rigorous conversations.
We tell candidates exactly what the bar is and what the reality of the job looks like. Some self-select out, and that’s a win. The ones who lean in are the ones we want to keep talking to.
Who We're Looking For
We are highly deliberate about the people we bring into Liatrio because the combination we require is rare. Across our roles, we look for individuals who possess:
Strong technical fundamentals and a serious drive to build with and understand AI-native workflows, spec-driven development, and agentic tools.
Consultative leadership to guide massive enterprise clients who are looking to us to help them navigate their own transformation journeys.
If you want to do work that actually shifts what an organization is capable of, and you want to talk to a real human who has the time to actually listen to your story, let’s connect.
