Reinventing Traditional Businesses Through Generative AI
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The 6 Stages Behind Lasting Value Creation
The 6 Stages Behind Lasting Value Creation
October 1, 2026
⏱ 8 min read
by Inflection Ventures
October 1, 2026︱⏱ 8 min read︱by Inflection Ventures
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Nearly nine in ten organisations now use AI regularly in at least one business function, yet only 37% attribute any EBIT impact to it, about the same share as a year earlier (McKinsey, 2026). A separate study of 1,250 senior executives puts the gap more bluntly: 60% of companies report hardly any material revenue or cost gain from AI, and just 5% are generating value at scale (BCG, 2025).
The market is not short of frameworks to close that gap. Every consultancy, fund and vendor has one, usually a row of boxes with arrows between them. What is rarely published is what happens inside the boxes: who does the work, what it produces, where it breaks, and why the next box cannot start without it.
This article walks through the same six stages from the inside, using a composite transformation built from our deployment work.
What you will find in this article:
• The composite business: how a profitable, labour-first services business gets caught in the headcount trap
• Inside all six stages: what each stage produces, who owns it, where it can break, and what comes next
• The critical hand-offs: where transformations lose momentum between stages, from diagnosis to exit
• Two ways to use the framework: how the same six stages work for operators and investors
Nearly nine in ten organisations now use AI regularly in at least one business function, yet only 37% attribute any EBIT impact to it, about the same share as a year earlier (McKinsey, 2026). A separate study of 1,250 senior executives puts the gap more bluntly: 60% of companies report hardly any material revenue or cost gain from AI, and just 5% are generating value at scale (BCG, 2025).
The market is not short of frameworks to close that gap. Every consultancy, fund and vendor has one, usually a row of boxes with arrows between them. What is rarely published is what happens inside the boxes: who does the work, what it produces, where it breaks, and why the next box cannot start without it.
This article walks through the same six stages from the inside, using a composite transformation built from our deployment work.
What you will find in this article:
• The composite business: how a profitable, labour-first services business gets caught in the headcount trap
• Inside all six stages: what each stage produces, who owns it, where it can break, and what comes next
• The critical hand-offs: where transformations lose momentum between stages, from diagnosis to exit
• Two ways to use the framework: how the same six stages work for operators and investors
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Where AI Value Actually Starts
Where AI Value Actually Starts
AI transformation does not create value simply because a framework says it will. It creates value when the work behind each stage changes how the business operates.
Our six-stage framework is built around that work. Each stage has a clear purpose and produces a specific outcome, from identifying where value can move to transforming operations and scaling growth.
The output of one stage becomes the starting point for the next. This keeps the process connected, measurable, and focused on business value rather than AI for its own sake.
AI transformation does not create value simply because a framework says it will. It creates value when the work behind each stage changes how the business operates.
Our six-stage framework is built around that work. Each stage has a clear purpose and produces a specific outcome, from identifying where value can move to transforming operations and scaling growth.
The output of one stage becomes the starting point for the next. This keeps the process connected, measurable, and focused on business value rather than AI for its own sake.
The Business That Looked Ready for AI
To see how this works in practice, consider the following composite. It is not one client, but a combination of patterns seen across Inflection Ventures' deployment work in 12+ sectors across Asia, with identifying details removed and no single company's figures used.
The Business That Looked Ready for AI
To see how this works in practice, consider the following composite. It is not one client, but a combination of patterns seen across Inflection Ventures' deployment work in 12+ sectors across Asia, with identifying details removed and no single company's figures used.
The business is a customer-contact company with several hundred agents handling voice, chat, and email for enterprise clients across multiple markets and languages. It is profitable, founder-led, and growing, but it is also caught in the headcount trap: doubling revenue requires roughly doubling staff.
Most of its clients pay per agent, per hour. As a result, costs rise alongside revenue and margins struggle to improve with scale. That detail becomes important as we move through the six stages.
The business is a customer-contact company with several hundred agents handling voice, chat, and email for enterprise clients across multiple markets and languages. It is profitable, founder-led, and growing, but it is also caught in the headcount trap: doubling revenue requires roughly doubling staff.
Most of its clients pay per agent, per hour. As a result, costs rise alongside revenue and margins struggle to improve with scale. That detail becomes important as we move through the six stages.
See the 6 Stages Behind Lasting Value Creation
See the 6 Stages Behind Lasting Value Creation
Across six stages, the journey moves from identifying where value can be created to building, scaling, and ultimately realising that value. Diagnose defines the opportunity and strategic direction. Acquire validates the business and its AI potential. Transform embeds AI into the way the business operates. Grow turns those capabilities into new revenue and scalable growth. Exit brings the journey together by translating stronger operations, margins, and sustainable growth into measurable enterprise value.
Across six stages, the journey moves from identifying where value can be created to building, scaling, and ultimately realising that value. Diagnose defines the opportunity and strategic direction. Acquire validates the business and its AI potential. Transform embeds AI into the way the business operates. Grow turns those capabilities into new revenue and scalable growth. Exit brings the journey together by translating stronger operations, margins, and sustainable growth into measurable enterprise value.
Where the Value Chain Can Break
The stages themselves are rarely where a transformation fails. The hand-offs are.
Where the Value Chain Can Break
The stages themselves are rarely where a transformation fails. The hand-offs are.
Each of these looks fine on a framework diagram. Each is visible only from inside the work.
Two Ways to Turn Insight Into Action
Each of these looks fine on a framework diagram. Each is visible only from inside the work.
Two Ways to Turn Insight Into Action
Advise & Enable
For business owners looking to transform their existing business. Stages 01, 04, 05 and 06 guide the journey from identifying AI opportunities to deployment, growth and measurable value creation.
Opportunity → Deployment → Growth → Measurable Value
Invest & Transform
For investors acquiring businesses to transform and grow. All six stages guide the process from identifying the right opportunity and validating the deal to AI transformation, growth and exit.
Opportunity → Deal → Transformation → Growth → Exit
Different paths.
One discipline around value.
Whether advising a business or investing in one, each stage builds on the previous stage to turn AI opportunities into measurable business value.
Unlock Greater Business Value with Inflection Ventures!
Unlock Greater Business Value with Inflection Ventures!
Most AI plans in private equity and services businesses can be reduced to six boxes. The real work starts with what sits inside them: the baseline being measured, the decisions being made, the contracts being reviewed, the workflows being rebuilt, and the value being created.
That is what makes a framework more than a diagram. At Inflection Ventures, the focus is on applying these stages to real businesses, using operational data and live deployment experience to turn AI opportunities into measurable changes in how a business operates.
The framework shows the path. The work inside each stage creates the value.
Most AI plans in private equity and services businesses can be reduced to six boxes. The real work starts with what sits inside them: the baseline being measured, the decisions being made, the contracts being reviewed, the workflows being rebuilt, and the value being created.
That is what makes a framework more than a diagram. At Inflection Ventures, the focus is on applying these stages to real businesses, using operational data and live deployment experience to turn AI opportunities into measurable changes in how a business operates.
The framework shows the path. The work inside each stage creates the value.
Copyright © 2026 Inflection Ventures. All rights reserved.
Copyright © 2026 Inflection Ventures. All rights reserved.