Workflow redesign

Organisations change how work flows so agents fit into it.

Facts

Lane: Agents and organisations
Wave: 1 of 12 (build order, not a date)
Needs: 0 boxes all the way back through hard links
Unlocks: 5 boxes downstream through hard links
Leverage: 2.3 points · stands in the way of 4 of 53 stages · rank 3 of 57
Cluster: Assistants and the public

Evidence as of October 2026

METR found experienced developers 19% slower with AI tools while believing they were faster. Most enterprise pilots stall on integration and workflow, not on the model.

Detail boxes 1

Firm adoption breadth capability · Emerging · helps, not required

The share of companies actually using AI in their work.

19.8% of US firms used AI in May 2026, against 37% of firms with 250 or more staff.

01US Census Bureau: AI use by businesses (May 2026)

Around it

Needs · 2

Professional-services agentsstage · Built today · helps, not required
Ambient documentation beyond medicinecapability · Built today · helps, not required

Unlocks · 6

Agent-native organisationsstage · Emerging
White-collar hiring slowdownstage · Emerging
Measured productivity gainscapability · Emerging
Offshore services displacementstage · Emerging
Frontier lab revenuestage · Built today · helps, not required
Firms shrink to a few operatorsstage · Emerging · helps, not required

Brakes

Works against this box

Public AI scepticismbrake · Built today

Loops and off-ramps

Capital flywheelreinforcing loop
Cheaper means morereinforcing loop
Capex pullbackoff-ramp · slowed
Taiwan chip disruptionoff-ramp · slowed
Power shortfalloff-ramp · slowed
Capability plateauoff-ramp · slowed
Training data ruled outoff-ramp · slowed
Public backlashoff-ramp · hit directly

Openings researchers' judgement, October 2026 scouting

Startup room 99/100 · rank 2 of 124 Research room 66/100 · rank 9 of 124

Crowding4 Lab overlap4 Small-team fit3 Buyer today5 Research openness3

Depth: deep
Players: Distyl ($175m B, $1.8bn); AuxoAI ($20.7m A); Accenture FDE practice; OpenAI, Anthropic, Google FDEs; Palantir
Wedge: Productise forward-deployed work: mine agent and human traces into a redesigned back-office workflow with its skills and evals, where NANDA finds the best ROI. startup