01 / SOFTWARE
Code that has
to work.
Debugging, code review, repository-level tasks, and engineering decisions beyond a single prompt.
SOFTWARE ENGINEERING
HUMAN DATA. REAL-WORLD INTELLIGENCE.
Human
expertise.
Bolder
intelligence.
Expert-built training data, evaluations, and environments for AI that needs to do more.
Explore the labTHE NEXT CHAPTER OF BOLDERBUILT FOR WHAT’S NEXT.
01 / THE MISSIONA BOLDER VENTURE
More human.
More capable.
The next leap in AI starts with the people who know what good looks like.
We’re building Bolder Labs to turn real expertise into useful training signal. Grounded in the way people build software, solve problems, and get work done.
From the builders behind Bolder Apps.
01
Expert judgment
02
Real-world complexity
03
Quality you can inspect
02 / WHAT WE BUILDBETTER INPUT. BETTER INTELLIGENCE.
Built for the
hard parts.
When generic data reaches its limit, context and judgment make the difference.
EXPERT DATAILLUSTRATIVE WORKFLOW
THE TASK
Resolve a real engineering problem.
01
Expert demonstrationA solution with the reasoning made explicit.
02
Structured critiqueWhat works, what fails, and why it matters.
03
Training-ready signalReviewed examples with a traceable rubric.
Task-specific demonstrations, preference pairs, and expert feedback for supervised fine-tuning and post-training.
HUMAN EVALUATIONEXAMPLE QUALITY RUBRIC
BEYOND A SINGLE SCORE
Would you trust this in production?
CorrectnessDoes the answer hold up?
Instruction followingDid it solve the actual task?
Edge casesWhat happens off the happy path?
EvidenceCan a reviewer trace the judgment?
Custom test sets, expert-scored outputs, and failure analysis that make model limitations actionable.
TRAINING ENVIRONMENTSILLUSTRATIVE TASK LOOP
REAL TASK. CLEAR OUTCOME.
Give an agent somewhere to learn.
01 / CONTEXTA realistic workspace
02 / ACTIONA multi-step task
03 / FEEDBACKA verifiable outcome
Scoped, reproducible environments with tool use, task specifications, and evaluation criteria for reinforcement learning.
Human expertiseStructured signalModel evaluation
03 / WHERE WE STARTEXPERTISE WITH CONTEXT
Real work.
Real context.
A software-native starting point. Built around tasks with clear objectives, meaningful complexity, and reviewable outcomes.
Code that has
02 / OPERATIONS
Workflows with
real constraints.
Product requirements, multi-step business tasks, and decisions that demand context and trade-offs.
PRODUCT & BUSINESS OPERATIONS
03 / MULTIMODAL
Understanding
beyond text.
Interfaces, documents, and visual reasoning tasks where seeing the whole picture changes the answer.
MULTIMODAL WORKFLOWS
04 / HOW WE WORKBUILT WITH INTENTION
Start focused.
Set a higher bar.
Begin with one model behavior, one well-defined task, and a quality standard everyone can inspect.
Let’s scope a pilot
- 01
Define the gap.
Align on the target behavior, task boundaries, data rights, and what a good result looks like.
- 02
Build the signal.
Design the tasks and rubrics. Match the work to the expertise it requires.
- 03
Challenge the output.
Review for correctness, consistency, and useful edge cases. Resolve disagreements explicitly.
- 04
Deliver. Learn. Refine.
Package the data with its context, provenance, and review notes. Use findings to shape the next iteration.
FOR THE PEOPLE WHO KNOW THEIR CRAFT
Your expertise.
AI’s next leap.
The interesting problems need people who’ve done the work. If that’s you, introduce yourself.
Express interestShare your specialty through the inquiry form below. Project opportunities will vary.
A FEW GOOD QUESTIONS
Bold answers.
Who is Bolder Labs for?
AI research labs and product teams looking for task-specific human data, model evaluations, or realistic training environments. We start with a focused problem and a clearly defined pilot.
What does a pilot look like?
We scope a task family, the expertise needed, deliverables, and acceptance criteria together. That might mean a set of expert demonstrations, a custom evaluation, or a small environment built around a verifiable task. Timing and cost depend on the agreed scope.
How are data rights and confidentiality handled?
Data permissions, ownership, access, and confidentiality need to be agreed before a project starts. The engagement should define which sources are permitted, who can review them, and what can be delivered. Please don’t include confidential datasets or sensitive personal information in your inquiry.
How is this connected to Bolder Apps?
Bolder Labs is a new venture under Bolder, extending the builder-first mindset of Bolder Apps into expert data and AI evaluation. Bolder Apps is the existing software development business; the Labs offering is a new chapter.
LET’S BUILD WHAT COMES NEXT.BOLDER LABS
A bolder model
starts here.
Tell us what your AI needs to do better.
We’ll start with the right problem.
INQUIRY RECEIVED
You’re in.
Let’s build bolder.
Your inquiry has been saved for the Bolder Labs team to review.