Building AI applications in specialized fields like healthcare isn't just about writing good code or crafting perfect prompts. It's about capturing and incorporating the deep, nuanced knowledge that lives in the minds of domain experts.

But here's the challenge: how do you effectively translate a clinician's expertise into improvements in your AI system?

If you're building AI applications in complex domains, you've probably experienced this firsthand. Your subject matter experts review outputs, provide valuable feedback, and then... that feedback often gets lost in a maze of spreadsheets, emails, and Slack threads.

The result? A fragmented process that slows down development and makes it harder to build truly reliable AI applications.

Today, we're excited to announce Expert Feedback in Autoblocks – a comprehensive solution designed to streamline how teams capture, organize, and act on expert feedback to improve their AI applications.

The Expert Feedback Challenge

Let's break down what typically happens when companies try to incorporate expert feedback into their AI development process:

1. First, you need to figure out which outputs actually need expert review. Not everything requires expert eyes, but identifying the right cases is often manual and time-consuming.

2. Then, you need to capture detailed, specific feedback from your experts. But without the right tools, this feedback often lacks the richness and specificity needed to drive real improvements.

3. Finally, you need to translate that feedback into actual changes in your AI system – whether that's updating prompts, refining evaluators, or adjusting other parameters.

Each of these steps usually involves different tools, different workflows, and lots of manual coordination. The result? Valuable expert insights often get diluted or lost in translation.

Introducing Expert Feedback

Expert Feedback in Autoblocks streamlines this entire process with three key capabilities:

Smart Job Distribution

• Easily send outputs to experts for review

• Triage which examples need expert attention

• Manage review workflows efficiently across your team

Flexible Feedback Collection

• Use our purpose-built annotation tool for rich, structured feedback

• Or integrate with your existing tools – perfect if you're dogfooding your own product

• Capture detailed comments and evaluator overrides

• Support multiple feedback sources: internal tools, production users, or CSV uploads

Actionable Insights

• Organize all feedback in one central location

• Download feedback data as CSV or access via API

• Train custom evaluator models (like LLM judges) that learn from expert preferences

• Create new evals directly from feedback

• Analyze patterns to drive improvements in prompts and experiments

Real World Impact

Imagine you're building a clinical notes generator. Your medical experts need to review outputs, but they prefer to do this review in your application's interface. With Expert Feedback, you can:

1. Send outputs directly for review

2. Collect feedback through your own interface

3. Automatically sync that feedback back to Autoblocks

4. Use the feedback to train evaluators that align with your experts' preferences

5. Identify patterns that help you improve your prompts and configurations

The result? A tight feedback loop between your domain experts and AI development team, leading to faster improvements and more reliable applications.

Flexibility Built In

We understand that every team's workflow is different. That's why Expert Feedback is designed to be flexible:

• Use our annotation platform or your own tools

• Collect feedback via API, CSV uploads, or our interface

• Integrate with your existing development workflow

• Access feedback data however works best for your team

The Future of AI Development

We believe that building reliable AI applications isn't just about having the right technology – it's about effectively incorporating human expertise. Expert Feedback is our contribution to making this process smoother, faster, and more effective.

Whether you're building in healthcare, legal, financial services, or any other domain that requires specialized knowledge, Expert Feedback helps you turn expert insights into concrete improvements in your AI applications.

Ready to streamline your expert feedback workflow? Expert Feedback is available today in Autoblocks. Visit our Pricing page to get started.