
Attacking incumbents through new economic models
When new entrants challenge established industries, the battle is rarely fought on technology alone. The real conflict happens at the level of business models. Incumbents are constrained by their legacy cost structures, revenue streams, and distribution channels — all of which protect margins but also limit strategic flexibility. Disruptors attack these pressure points by introducing new models that reshape economics, expand markets, and alter customer expectations.
This is the essence of margin conflict: when incumbents defend existing margins, they often fail to adapt to models that, while initially less profitable, scale faster and redefine the market.
The Incumbent Constraint
Incumbents are not irrational. They operate under a structural constraint: their margins are tied to existing revenue, cost, and distribution models. Changing those models threatens their short-term profitability, which is often tied to shareholder expectations, quarterly results, and entrenched incentive systems.
- Revenue stream rigidity. One-time sales or licensing models can’t easily pivot to subscriptions without cannibalizing revenue.
- Cost structure inertia. Heavy fixed costs — manufacturing, logistics, or infrastructure — limit flexibility to adopt asset-light approaches.
- Channel dependency. Established distribution networks (retail, intermediaries, enterprise sales) create vested interests resistant to disintermediation.
This creates an opening for entrants who are unburdened by these constraints.
The Disruptive Model
Disruptors build on three key levers:
- Reimagined Revenue
- Novel Cost Structure
- Favor asset-light, outsourced, or variable-cost models.
- Reduce capital intensity, scale faster, and pass savings to customers.
- Example: AWS vs. On-premise IT. Cloud replaced massive upfront capex with pay-as-you-go opex.
- Alternative Channels
- Disintermediate traditional players, moving closer to end customers.
- Build direct relationships and capture data as a strategic asset.
- Example: Warby Parker vs. Luxottica. Direct-to-consumer disrupted high-margin retail eyewear.
The Conflict
Each lever of the disruptive model creates direct conflict with the incumbent:
- Revenue conflict. Subscription (low upfront, high lifetime) undermines one-time licensing or sales.
- Cost conflict. Asset-light models erode the rationale for owning heavy infrastructure.
- Channel conflict. Direct-to-consumer bypasses intermediaries and erodes legacy relationships.
For incumbents, adopting these models often feels like self-destruction. Yet resisting them accelerates decline.
Market Adoption Curve
The trajectory of disruption is rarely smooth.
- Early rapid adoption. Disruptive models initially attract niche segments: underserved customers, price-sensitive buyers, or innovators.
- Crossing the chasm. As the model proves superior economics, adoption accelerates, forcing incumbents to respond.
- Incumbent decline. Even if incumbents imitate the model, structural constraints mean they scale slower or sacrifice margins.
The result is an asymmetric battle: disruptors play for long-term scale, incumbents defend short-term margins.
Examples of Margin Conflict
- Netflix vs. Blockbuster
Blockbuster’s profit engine was late fees. Netflix’s subscription eliminated them, creating a model that scaled with customer trust rather than penalization. - Spotify vs. CD Sales
The recording industry clung to high-margin unit sales. Spotify’s streaming redefined consumer expectations, shifting revenue to recurring micro-payments. - AWS vs. On-premise IT
Enterprise IT vendors thrived on upfront licensing and hardware sales. AWS turned computing into a utility, collapsing upfront margins but expanding total market size. - Airbnb vs. Hotels
Hotels relied on real estate-heavy models. Airbnb’s platform-based approach enabled infinite inventory without capex. - Warby Parker vs. Luxottica
Luxottica dominated eyewear through retail markup and distribution control. Warby Parker’s direct-to-consumer model bypassed intermediaries and undercut pricing.
Strategic Lessons
For Disruptors
- Attack margin weak spots. Look for where incumbents are over-earning relative to value delivered.
- Play long-term economics. Accept lower early margins in exchange for models that compound over time.
- Redefine customer expectations. Once consumers adopt the new model, incumbents can’t reset the baseline.
For Incumbents
- Don’t defend at all costs. Protecting margins at the expense of adaptation accelerates decline.
- Experiment with dual models. Build disruptive models in parallel (e.g., Amazon with AWS).
- Restructure incentives. Align leadership and shareholder expectations around long-term adaptation, not short-term defense.
For Investors
- Track margin exposure. Companies over-reliant on fragile cost structures are vulnerable.
- Look for asymmetric bets. Disruptors attacking through novel models often look weak early, but their economics compound.
- Spot the adoption curve. Timing is critical — too early, and disruption stalls; too late, and incumbents collapse suddenly.
Why This Matters in AI
The same margin conflicts that defined past disruptions are re-emerging in AI.
- Reimagined revenue. AI-native firms bundle recurring intelligence services, while incumbents still monetize licenses.
- Novel cost structure. Foundation models and cloud APIs shift costs from capex to consumption, undermining legacy enterprise software economics.
- Alternative channels. Direct agent-to-consumer interfaces bypass traditional distribution, threatening SaaS intermediaries.
The lesson: AI disruption will not only be about better models, but about new business models.
Conclusion
Disruption is not technology vs. technology. It is business model vs. business model. Incumbents defend existing margins; disruptors reimagine economics. The margin conflict that results determines which models scale and which decline.
History shows that disruptors win not because incumbents can’t build similar technology, but because they can’t abandon the structures that protect their short-term profits.
In every wave of disruption — from streaming to cloud to AI — the core playbook repeats: attack margins, redesign economics, and reset consumer expectations.
Those who understand this dynamic don’t just anticipate disruption — they can engineer it.









