AI · Approach

Excel AISprints

A proprietary Excelsoft Human-AI collaboration approach for disciplined LLM-assisted delivery - technical PRDs, guardrails, and micro-sprints.

AI leadership overview Results & impact

Part of my AI leadership work.

What it is

Excel AISprints is the lived delivery practice at Excelsoft Technologies. Colleagues are trained on this proprietary Excel AI methodology and the ExcelAI Platform. The approach keeps Human-AI collaboration disciplined: clear intent, guardrails, short loops, and measured outcomes on real feature work.

The problem

Most teams either ban AI or let it erode engineering discipline. Speed without review becomes theater. Ban without leverage leaves capacity on the table.

The method

  1. Technical PRDs - clarify intent, constraints, and success criteria before generation floods the branch.
  2. Guardrails - quality gates, review expectations, and boundaries for what AI may change.
  3. Micro-sprints - short loops that keep human judgment in the critical path.
  4. Measure Human+AI - track outcomes on real features, not demo wow.

Pilot outcomes

On pilot feature releases: ~50% defect reduction and ~30% engineer time saved where AI-assisted flows applied. These are pilot results, not a universal guarantee.

See Results & impact for the verified numbers in context.