Question 1

What is an AI FDE?

Accepted Answer

An AI Forward Deployed Engineer supports the work of adapting software to a customer’s needs. PairFront’s focus is connecting customer requirements, implementation, validation, review, and coordination in one workflow.

Question 2

What is PairFront.ai product?

Accepted Answer

PairFront provides a dedicated AI Forward-Deployed Engineer—an AI FDE—for your company or project. It takes care of the journey from requirement gathering to software deployment, with humans in the loop. We follow a spec-driven approach. Your AI FDE clarifies what you need, creates structured specifications, and uses them to guide planning, development, testing, and deployment. Your team provides direction, reviews progress, and approves key decisions

Question 3

What is spec-driven development, and how does it differ from vibe coding?

Accepted Answer

Spec-driven delivery gives your AI FDE a clear understanding of what to build, why it matters, and how it fits into your customer’s environment. Complex implementations require consistent context across requirements, existing codebases, integrations, and deployment constraints. Without that foundation, assumptions can lead to misaligned solutions, repeated guidance, and undocumented decisions.

Question 4

Does PairFront deploy changes without approval?

Accepted Answer

Our planned starting point is supervised execution. An authorized engineer would review code and test results before approving production changes. Unclear requirements and failed checks would trigger escalation.

Question 5

Can I connect Slack or Microsoft Teams today?

Accepted Answer

Slack, Microsoft Teams, and email intake are planned connections. Availability and permitted actions should be confirmed during pilot discussions before any customer conversation or system is connected.

Question 6

How will a pilot be evaluated?

Accepted Answer

We would compare engineer hours and time to customer acceptance with similar implementations, while tracking rework, failures, and approval interventions. The goal is to measure practical value for the engineering team.

Question 7

Will PairFront handle deployment and maintenance?

Accepted Answer

We want to support more of the implementation lifecycle over time, including deployment, maintenance, and customer coordination. The initial focus is a scoped integration prepared for engineering approval.