Rippletide's Values — #1: Innovation
Innovation is one of those words that has been stretched so thin by corporate marketing that it risks meaning nothing at all. At Rippletide, we reclaim it by making it specific: innovation means choosing the harder, less proven path when we believe it leads to a fundamentally better outcome. It is our first core value because it defines the kind of company we are building and the kind of people who build it.
Choosing Hypergraphs When Everyone Else Chose RAG
The most consequential technical decision we made in Rippletide's first year was to build our reasoning engine on a hypergraph architecture rather than following the industry-standard retrieval-augmented generation approach. At the time, RAG was the default answer to enterprise AI. Investors understood it, customers expected it, and dozens of startups were shipping products built on it. We went a different direction because we saw a structural limitation: RAG pipelines retrieve information, but they do not reason over relationships between concepts. For enterprise decision-making, relationships are everything.
Building on hypergraphs meant accepting months of additional research, recruiting specialists in graph theory and symbolic reasoning, and explaining our approach to investors who were unfamiliar with the architecture. It was not the easy path. But it was the right one. Our hypergraph-based decision database now gives AI agents the ability to trace complex reasoning chains across interconnected data, something that retrieval alone cannot achieve.
A Culture That Rewards Bold Bets
Innovation does not come from a process. It comes from people who are given the freedom to question assumptions and the support to pursue unconventional ideas. At Rippletide, engineers and researchers are expected to challenge the status quo, including decisions made by the founders. We hire people who have strong technical opinions and the ability to defend them with evidence. When someone proposes an approach that contradicts the current plan, we treat it as a signal worth investigating, not a disruption to manage.
This does not mean we chase novelty for its own sake. Every bold bet must be grounded in a clear hypothesis about why it will produce better results for our customers. Innovation without discipline is just experimentation. Innovation with discipline is how you build products that change markets.
Innovation as a Daily Practice
For us, innovation is not reserved for hackathons or quarterly off-sites. It shows up in how an engineer refactors a data pipeline to reduce latency by an order of magnitude. It shows up when a researcher identifies a new way to encode temporal relationships in our hypergraph. It shows up when our go-to-market team rethinks how we demonstrate agent reasoning to a skeptical enterprise buyer.
We measure innovation not by the number of patents filed or papers published but by the rate at which we solve problems that others have declared unsolvable. That is the standard we hold ourselves to, and it is the reason innovation sits at the top of our values.
Frequently Asked Questions
RAG pipelines retrieve information but don't reason over relationships between concepts. For enterprise decision-making, relationships are everything. Hypergraph architecture enables agents to trace complex reasoning chains across interconnected data — something retrieval alone cannot achieve.
Engineers and researchers are expected to challenge the status quo, including founder decisions. The team chose the harder hypergraph path when RAG was the industry default, accepted months of additional research, and recruited specialists in graph theory and symbolic reasoning.