Research

We solve what others assume away.

Yield works because we do the hard research ourselves. Extracting knowledge from conversation, detecting contradictions across hundreds of people, modeling an entire company as a living graph. These aren't features we bolted on. They're problems we solved from first principles, and we keep pushing further.

Research Areas

Hard problems. All core to Yield.

01

Knowledge Extraction and Conversational AI

Getting useful information out of a conversation is harder than it looks. Most AI interviews produce transcripts. Yield produces structured, verified, contradiction-flagged knowledge. We’ve built conversations that capture not just what people say, but what they mean, what they’re uncertain about, and what they don’t know they know. Every deployment pushes the accuracy further.

“Transcripts ≠ knowledge.”

02

Business Process Modeling and Ontology Design

Every company is different. The entities, relationships, and dependencies that make one company run look nothing like another. Yield builds models that are specific enough to be useful and general enough to work across industries, populated automatically from conversations and system data. Each new deployment refines the models further.

“One model can’t fit all companies. Until it can.”

03

Contradiction Detection and Fact Verification

Finance thinks billing takes 3 days. Operations says 2 weeks. Both believe they’re right. Yield detects these contradictions, routes them to the right experts, and resolves them into verified facts. This is one of the hardest problems in organizational intelligence, and we’re continuously improving how it works at scale.

“Both sides believe they’re right. Usually, both are wrong.”

04

Autonomous Execution

Finding a problem is the easy part. Fixing it autonomously, across systems, processes, and people, without breaking anything, is much harder. Yield’s specialists already work reliably in complex environments. Our research focuses on expanding what they can handle safely.

“Finding the problem is easy. Fixing it is not.”

05

Continuous Updates and Data Integration

Yield’s Blueprint stays current as a company changes: new people, new systems, new processes. No manual intervention, no complete rebuilds. Our research keeps improving how fast and accurately the model adapts.

“A Blueprint that goes stale is worthless.”

Research Log

Follow along as we build.

Lab experiments, engineering breakdowns, and lessons from the frontier. Watch our researchers work through real problems in public.

Browse the log

The Research Is the Product

Every breakthrough goes into the platform.

Every problem we solve goes directly into the platform. Yield gets smarter every quarter. Not because we add features, but because we push the research forward.

Want to work on these problems with us?