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AI Threads: Where human judgement meets machine intelligence

POSTED BY: Sushmita Srivastava 24 September 2025

In today’s rapidly evolving world of work, conversations about artificial intelligence (AI) often centre on automation, job replacement, or efficiency. Yet there is a more paradigm-shifting perspective: AI’s real power lies not in isolated tasks or clever prompts, but in weaving its analytical speed with human creativity, discernment, and oversight — step by step, across entire workflows.

This approach, called ‘AI Threads’, reframes the dialogue. Instead of asking, “Where can I use AI?”, the question becomes: “How can I reimagine a workflow where I collaborate with AI?”

The fabric metaphor: Warp and weft

Prof. Mohanbir Sawhney of the Kellogg school of Management likens the future of work to a woven fabric.

  • Warp: The vertical threads of AI — providing speed, structure, and scalability.
  • Weft: The horizontal threads of human contribution — bringing insight, empathy, and discernment.

Work thus becomes a tightly woven fabric: integrated, human-centred, and exponentially more productive.

What are AI threads?

At the heart of the AI Threads approach is a simple but profound inquiry: What activities must be performed to achieve a desired outcome?

By breaking down the workflow—what the ‘job to be done’ entails—one can:

  • Identify where humans must lead AI (human-led stages)
  • Pinpoint where to partner with AI (human-in-the-loop or ‘last mile’ stages)
  • Decide where to delegate to AI (AI-led stages)

The goal is to combine human and AI strengths deliberately at each step, optimising both process and outcome.

Practical applications: Real-life ‘Threads’ in action

Prof. Sawhney illustrates the concept with two examples:

RFP design for AI strategy

  • Human-led stakeholder interviews
  • AI synthesised interview notes and identified themes
  • AI generated use cases and drafted supporting documents
  • Human judgement prioritised and finalised outcomes
  • Result: A tailored RFP delivered 10x faster than manual effort.

Summer case development planning

  • AI analysed past sales to identify strong themes and formats
  • Humans and AI generated and shortlisted new case ideas
  • AI drafted outlines with goals, refined by human input
  • Result: A comprehensive, market-aligned case plan created in hours.

The lesson: AI was not outsourced — it was woven in. The warp was AI’s analytic power; the weft, human context and judgement. Together they produce higher-quality work, faster, with human intent intact.

Expanding the fabric: Application in HR

This human-AI weaving model is particularly relevant for HR, where analytical rigour meets empathy-driven decision-making.

Recruitment and talent acquisition

  • AI-led warp: Screen CVs, match candidates, analyse talent pools
  • Human weft: Conduct empathetic interviews, assess culture fit, make final hiring calls

Onboarding and training

  • AI warp: Automate onboarding paperwork, create personalised training modules
  • Human weft: Deliver engaging experiences, mentor new hires, design cultural integration.

Employee engagement and retention

  • AI warp: Analyse engagement surveys, predict attrition, surface patterns
  • Human weft: One-on-one conversations, craft retention strategies, enact meaningful cultural changes

Performance management

  • AI warp: Aggregate feedback, benchmark data, identify high performers
  • Human weft: Deliver nuanced appraisals, coach talent, mediate complex issues

Here, AI manages data intensity, enabling HR professionals to focus on judgement, empathy, and strategic leadership. AI Threads make HR more intelligent, personalised, and friction-free, enhancing collaboration between managers and employees.

Reframing the future of work

The core insight is clear: Don’t ask, “Where can I use AI?” Ask instead, “How do I reimagine my workflows to partner with AI?” According to Sawhney, the future workspace will not be a patchwork of outsourced tasks but a woven fabric of human and AI working in parallel — with humans as the weavers, guiding the loom.

As generative AI reshapes work, this model champions a future that balances productivity, creativity, and human purpose — retaining imagination while unlocking new frontiers of efficiency.


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Sushmita Srivastava

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