AI Cost Dynamics and Entrepreneurial Realities

Key Takeaways

1. AI lowers software development difficulty but does not reduce enterprise GTM costs; in fact, increased competition makes GTM harder. — via 1
2. Within 12–18 months, 80% of workloads will run on models that cost 99% less, with energy and compute as bottlenecks, not better models. Coinbase is already routing prompts to cheaper models. — via 1
3. Early over-reliance on LLMs for knowledge may weaken domain expertise; Anthropic and OpenAI's shift to token-based pricing for programming loops could increase developer costs. — via 1 2
4. A college student earned $50k in 7 weeks with a peptide app, highlighting the opportunity in niche, domain-specific applications. — via 1
5. A 40+ page small business economy report with SBA data, buyer trends, and AI usage is available for free. — via 1

1. AI Model Costs and GTM Dynamics

1. dharmesh argues that while AI reduces software development difficulty, enterprise software's primary cost is go-to-market (GTM), which AI does not reduce. In fact, increased competition makes GTM harder. — via 1
2. Demand for intelligence is nearly infinite, but dharmesh predicts that within 12–18 months, 80% of workloads will run on models costing 99% less, with only 20% requiring top-tier models. The limiting factors are energy and compute, not better models. Coinbase is already routing prompts to cheaper models to keep costs stable while driving token usage growth. — via 1

2. Cautions on AI Development Practices

1. Arvid Kahl warns that early over-reliance on LLMs for knowledge acquisition leads to brittle domain expertise and shallow understanding. He is glad to have been a competent developer before agentic programming became popular. — via 1
2. Anthropic and OpenAI encourage "writing loops" programming patterns, but Anthropic's shift to token-based API pricing for programmatic prompts increases developer token consumption. Kahl cautions that this best practice advice may be self-serving for the "shovel sellers." — via 1

3. Entrepreneurial Practice and Niche Success

1. A college student built a peptide app explaining peptide uses and safety, earning $50k in 7 weeks, demonstrating the potential of niche, specialized applications. — via 1
2. Codie Sanchez shares a free 40+ page small business economy report covering SBA loan data, buyer demand trends, ownership transition gaps, and small business AI usage. — via 1