Bringing AI in at Ashby

Decide what AI drafts when discovery leaves costs open

Published Nov 6, 2026

You’re a forward deployed engineer working with Ashby’s sales team. The team is in the room.

The setting

's is cloud-based software that manages hiring pipelines and workflows for startups and growth-stage companies that are scaling their hiring.

A complete proposal can make an unresolved assumption look like an agreed term.

Sellers need a coherent commercial offer, while implementation reviewers need uncertainty about responsibilities to stay visible.

Who you’d be doing this for

“Finance asked whether the implementation work was included. I had to book another call because the proposal didn't say who was doing it.”

Sari Aung · Head of Talent · a character in this brief

Evaluating a replacement for several recruiting tools and preparing the proposal for finance review.

What is at stake

Five of 12 replacement deals leave cost assumptions unresolved in discovery. You decide whether AI drafts those proposal lines with explicit gaps or leaves them for sellers to write before approval.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • complete proposals vs visible unknowns
  • buyer-specific language vs approved commercial wording
  • structured deal fields vs nuance in discovery
  • early commercial clarity vs unresolved implementation scope

Why Ashby

Replacing several recruiting tools puts pricing, consolidation scope, and implementation responsibilities into the same buyer conversation.

Written with these in mind

Customer-embedded engineersSolutions engineers building internal workflowsApplied AI engineers focused on grounded generation

Not your kind of problem? 15 more at Ashby, or browse every organization.

Where the organization context comes fromThe postings this brief was written from, and the reporting read before it.

The organization context comes from public information. The situation and characters are written for the brief.

Job postings it was written from

Public descriptions of the work at Ashby. They are listed as sources, not as openings. The lines under a posting are its own words, where it meets this brief.

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.

Other live briefs connected to this one, and what connects them.

Similar problems at other organizations

Like this one, each of these is about betting growth on an outside partner or launch.

The same setting, from another role

Each is set around Ashby’s ATS (Applicant Tracking System), written for a different role. They’re separate briefs, not the same scenario.

Other problems with a similar purpose

In each of these, as in this one, the aim is to make the background systems nobody sees behave dependably even under heavy, high-volume real-world load.