The Three Boxes Framework
Notes from Prof. Govinda Rajan's lecture on strategic innovation
Most companies confuse operational excellence with strategy, mistaking the act of optimizing a dying engine for the skill of building a new vehicle. They run Six Sigma programs, squeeze basis points out of processes they perfected years ago, and call that planning. This is a fatal error because you cannot Six Sigma your way to a future that requires a fundamentally different business model. Real strategy lives in Boxes 2 and 3, where you abandon what no longer works and create what doesn't exist yet.
Box 1 is managing the present to improve today’s business. Abandoning what no longer works is Box 2, the harder and more important discipline. Box 3 creates the future through breakthrough innovations. Most companies over-focus on Box 1 and assume that IS strategy. Operational excellence keeps you alive today. Real strategy lives in Boxes 2 and 3.
Linear vs Non-Linear Change
The distinction maps directly onto the type of change you face. Linear change calls for Box 1 thinking because it demands incremental improvements, optimization, and closing the performance gap. Non-linear change demands Box 2 and 3 because it requires business model shifts, new markets, new technology, and closing the opportunity gap. The Internet made entirely new business models possible — eBay, Amazon, Google had no pre-digital predecessors. Benchmarking gets you nowhere near that.
Best practice looks at what competitors do well and copies it. Next practice creates new rules entirely. Strategy equals innovation, not imitation — copying others produces companies that are excellent at a game someone else invented.
Emerging Markets
Consider the paradox of emerging markets through the lens of Ford and Tata. Ford took its US $20,000 car platform, "adapted" it for India, targeted existing car owners, and captured roughly 10% of the market. Tata started from scratch, asked what a two-wheeler family in India would pay for a safe car, built the $2,000 Nano, and targeted the other 90%. India per capita income was $800 against the US's $50,000 at the time. You cannot adapt in this environment. You must reinvent.
Pampers faced a similar dilemma when entering China. P&G's Pampers dominated premium diapers at 40 cents in Tier 1 Chinese cities. Tier 3 households had no diapers at all because babies wet the bed. The question became what a Tier 3 family would pay for a good night's sleep. They would pay about the cost of breakfast, which was 10 cents. You cannot create a 10-cent diaper by cutting costs from 40. You have to reinvent from the ground up.
Muhammad Yunus built Grameen Bank by doing the exact opposite of commercial banking. Commercial banks lend to the rich, make large loans, serve men in cities, require contracts and risk officers, and make you come to them. Grameen lends to the poor, makes $15 loans, serves women in rural areas, uses self-help groups as collateral, and goes to you. It was the only bank that did not need a bailout in 2008. It extended its model to beggars, enrolling 200,000 in six months where half became salespeople.
GE faced a different constraint in the US where they built central power plants because scale drives down cost. In India, the lack of national grid infrastructure meant decentralized generation and renewables were the right answer. India lacked the legacy grid infrastructure that shaped every GE decision in the US, so decentralized generation was the right answer on its own merits. The twist is that whoever wins in emerging markets brings those innovations back to dominate the developed world.
The High Jump Problem
The high jump is the cleanest metaphor for this trap. For over a century, athletes cleared bars using variants of the scissors technique. Center of gravity limits constrained every innovation. Dick Fosbury in 1968 ran at a diagonal, launched, and twisted so his head cleared first while his body arched over backward. He broke the assumption that legs must clear first and set a record that stood for years. Why didn’t the best scissors athletes invent the flop? Success creates traps. Gym exercises for scissors become useless once you switch to the flop. You only analyze scissors competitors. Being a beginner again feels foreign.
Bottom Line
Strategy lives in Boxes 2 and 3. Managing the present is critical and insufficient on its own. The opportunity gap dwarfs the efficiency gap, and non-linear shifts demand non-linear responses. Emerging markets are the world’s R&D lab. If you do not reinvent yourself, you die emotionally, intellectually, and eventually commercially.
For a founder, Box 2 means asking what you need to unlearn. Box 3 means asking what future you are creating. What three projects are you running this year for 2030? For Nyantrace, the observability layer I am building is a Box 3 bet. The industry for AI agent monitoring is still forming. The companies that treat it as Box 1 will get disrupted by the ones building toward what observability looks like when agents are everywhere.
Observability and governance for AI agent systems. If you're building with agents, I'd like to talk.
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