01
Predicted futures to evaluate
You have action-conditioned rollouts and no reliable human judgment of where they stop holding up.
Start a conversation
Contact Consequence Labs
Email hello@consequencelabs.com or call 941-321-8471. We do not use a contact form.
01 Most conversations start in one of three places.
02
Missing human experience to create
The demonstrations, decisions, failures, recoveries, or counterfactuals your model needs do not exist in any dataset you can buy.
03
Synthetic data to validate
You need a blinded human read on whether simulated data is suitable for a specific training or evaluation use.
02 A useful first note can be brief
What to include
Please describe the problem without sending confidential model outputs, personal data, credentials, contracts, or customer data. We can arrange an appropriate channel for sensitive examples after an initial conversation.
- 01The model-development decision you are trying to make.
- 02The data or evaluation evidence that is missing or untrustworthy.
- 03The kind of human activity or judgment that may be required.
- 04The timing or model milestone driving the work.
03 Principal
Karl Kimball
Karl Kimball is a principal at Consequence Labs. He has spent more than two decades leading technology, risk, compliance, and delivery work in financial services and enterprise environments. His current work is hands-on with AI systems and focuses on turning ambiguous model needs into bounded programs with explicit protocols, quality controls, and acceptance tests.