How We Work with AI at Lineage

We didn't hire you to absorb the system. We hired you because your experience and instincts are going to change it.

Most companies are adding AI to their workflows. We built the company around it. The default at Lineage is that Claude runs the workflow. We don't start with a job and ask where AI can help. We start with what Claude can do alone, then add humans where judgment actually matters.

We're a financial services company. Nothing ships without a human in the loop. The only question is how much Claude does and what the human is on the hook for.

Three modes.

• AI-forward. Claude does the work. A human verifies specific claims before it ships.

• Bridge. Claude does the heavy lifting. A human applies judgment.

• Human-led. A person does the work. Claude prepares the inputs.

The speed comes from Claude working faster, not from cutting the human out. A human-led task at Lineage still moves faster than the same task at a company where the human is also doing the prep.

Taste is the hire.

The people who thrive here aren't the best prompters. They're the ones who think clearly, write precisely, and know when to trust the machine and when to override it. That's taste. We don't automate it. We hire for it.

If your instinct when Claude gives you a confident answer is to ship it, this isn't the place for you. If your instinct is to ask what it got wrong, keep reading.

Last month Claude drafted a borrower communication that was technically accurate and completely wrong in tone. Confident, polished, and going to land badly with the customer it was written for. The underwriter caught it, rewrote the opening, and we updated the skill so the next draft starts from a better place. That's the loop. The skill got sharper because someone with taste pushed back on it.

Onboarding works the same way.

Before you start, Claude drafts your first-week plan and loads the skills for your role. On day one, you're not reading a manual. You're doing the work with a chief of staff that knows how Lineage operates. Your manager owns the relationship and the read on whether you're set up to succeed.

Then the part that matters. Within your first weeks, the skills evolve because of what you push back on, what you do differently, what you think we've got wrong. The system gets smarter because you're in it, not in spite of you.

We challenge every process. If something exists because "that's how we've always done it," it's on the table. Writing stays on the human side more than most things, because writing is how you think. You can't outsource the part where ideas get distilled. The draft is the thinking. We use Claude to pressure test and sharpen, not to replace the act.

This isn't a tools initiative. It's how the company operates. We build on skills. Modular, composable units of instruction and context that load based on what the agent is doing. Our skills encode how Lineage works, and they evolve every time someone pushes back on them. That's the compounding asset we're building alongside the business.

That's our OS.

AI: 25% | Human: 75% — Jesse directed the framing, wrote the content, and edited every draft. Claude structured the essay, ran prompted research agents, and drafted iterations.