of successful AI deployments start with internal ops
Customer-facing AI gets the press. But the ROI comes from operations first — support, finance, HR. Ship internally, learn, then go external.
Free Report · Q1 2026
The Decoded Report
How builders, founders and operators are shipping AI.
200+ cases analyzed. The tools that moved numbers. The patterns worth stealing. The anti-patterns everyone ignores. Quarterly, free, built to act on.
200+Cases analyzed
47Tools benchmarked
12Industries covered
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Inside the report73% Claude < 30 days 2.7x 47% + 12 more findingsGet the full report
5 findings that matter.
A preview of what you'll get. Each insight is backed by real cases, real numbers, and a clear action you can take this week.
is the #1 model for agentic workflows
When builders need agents that reason across steps, Claude leads. GPT-5 dominates single-turn tasks. Different jobs, different tools.
from idea to production for top performers
The best teams ship AI in weeks, not quarters. The difference? They start with a problem, not a model. Scope beats sophistication.
more likely to fail when starting with fine-tuning
Prompting first, RAG second, fine-tuning last. Teams that invert this order burn budget and ship late. The stack has a sequence.
of builders regret their first vector database choice
The infra hype cycle is real. Most teams would pick differently today. We break down who switched and why.
Who this report is for
Built for people actually shipping with AI.
Not the people writing strategy decks about it. If you see yourself in any of these, this report was made for you.
- Solo founders
You need to know which AI stack actually works at your scale.
Enterprise case studies don't help you. This report filters for sub-50 employee teams and shows what's working — with real costs and real timelines.
Inside the report
“The 3 tools solo founders are actually paying for”
- Agency owners
You're selling AI services but the landscape changes weekly.
Stay ahead of client questions. Know which tools deliver, which over-promise, and where the real margins are in AI-powered services.
Inside the report
“Why voice agents are failing in service businesses”
- Operators
You don't have time for hype. You need patterns that ship.
Skip the theory. Get the playbook: what to deploy first, what to avoid, and the metrics that actually matter when you report to the founder.
Inside the report
“The ops-first pattern that 73% of winners use”
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