The Problem with the Standard Diagnostic Approach
Culture assessments using McKinsey OHI, Kincentric, or comparable frameworks generate substantial survey data — but the value is in the interpretation, not the collection. Thematic clustering of thousands of open-text responses, benchmarking OHI recipe scores against industry comparables, and translating findings into an intervention roadmap that the CPO can actually present to the leadership team: that's where the consulting hours go. In a post-merger context, the steering committee's meeting notes and survey-admin threads already contain significant analytical work — hypotheses that were formed, benchmarks that were referenced, interventions that were discussed. A traditional engagement reconstructs that from scratch.
Reconstructing the Diagnostic Workflow with an Agent
An AI Labor Company agent mines culture-integration steering-committee meeting notes and OHI or Kincentric survey admin threads to reconstruct the diagnosis-to-intervention-design workflow your team has already partially developed. It then runs NLP thematic clustering on open-text survey responses at scale, benchmarks OHI recipe scores against appropriate comparables, and drafts a culture-intervention roadmap. The CPO approves the final diagnostic report before it is presented to the leadership team — ensuring that the human judgment and organizational context that matter most in culture work remain in the loop. Culture-consulting engagement fees typically drop around 25% compared to a fully outsourced diagnostic.
Why Speed Matters More Than Cost Here
In post-merger integration, the window for culture work is narrow. The workforce forms its opinion of the combined entity quickly, and leadership interventions have the most leverage early. An engagement that's live and producing diagnostic output in about ten weeks means your CPO walks into the critical six-month leadership review with data rather than anecdote. The cost reduction — roughly 40–60% reduction in diagnostic effort and 25% in consulting fees — is real, but the more important outcome is a defensible, data-grounded culture roadmap delivered while it can still shape integration decisions.
How does the agent handle the qualitative nuance in open-text survey responses?
The agent uses NLP thematic clustering to surface patterns across large volumes of responses — identifying recurring sentiment clusters, themes, and anomalies. The CPO reviews the thematic analysis and approves the intervention roadmap, adding the organizational context that raw text clustering cannot capture.
We're already using McKinsey OHI — does this work with that framework?
Yes. The agent is designed to work with OHI and comparable survey frameworks, benchmarking recipe scores using the same methodology and reference data your consulting engagement would have used.