Real Time Control for Enterprise AI
Move beyond lagging, uncertain control of your AI systems to continuous, confident steering.
Orca enables step-function gains in time to adapt, customize, and scale both traditional deep-learning systems and the instrumentation of LLMs.
Minutes to steer & correct
vs. days and weeks
Seconds to adapt & customize
vs. hours and days
Milliseconds of latency
vs. seconds for LLMs
Key Platform Capabilities
Online Data Steered Deep Learning
Orca's system unifies predictive AI models with memorysets - real-time editable data - allowing models to mimic the distribution of integrated data rather than relying on static training sets. New data immediately influences model reasoning and updated labels correct mistakes in real-time.
Results: Continuous updates, real-time customization, and one-model-for-many-use-case versatility.
Results: Continuous updates, real-time customization, and one-model-for-many-use-case versatility.


Workflow & audit inspector
Every inference shows its work. See the exact data and weights used, validate corrections instantly, and maintain transparent audit trails.
Results: Confident updates without black-box guesswork.
Results: Confident updates without black-box guesswork.
Agentic data management co-pilot
From data prep to deployment, Orca accelerates every AI workflow with agentic data-labeling, targeted synthetic data creation, curated guidance to improve memorysets, and online learning feedback loops.
Results: More velocity from your expert users and expanded organizational capacity to work on production grade AI’s.
Results: More velocity from your expert users and expanded organizational capacity to work on production grade AI’s.

Take your AI system from project to production
Real-time, low latency online evaluations
Orca delivers customizable, deterministic evaluation of LLM and agentic AI input/output flows — at 40x lower latency and with per-customer/prompt criteria.
Used for: Harmfulness screening, brand alignment, compliance, system performance, model optimization, topic adherence, response quality scoring, MCP call guardrails and emergency braking for agents.
Used for: Harmfulness screening, brand alignment, compliance, system performance, model optimization, topic adherence, response quality scoring, MCP call guardrails and emergency braking for agents.
Adaptive deep learning
Instantly correct, personalize, or consolidate predictive models with no retraining.Every inference shows its work. See the exact data and weights used, validate corrections instantly, and maintain transparent audit trails.
Used for: Fraud/threat detection, wellness prediction, anomaly detection, ranking/recommendation, and ML ops simplification.
Used for: Fraud/threat detection, wellness prediction, anomaly detection, ranking/recommendation, and ML ops simplification.
Find out if Orca is right for you
Speak to our engineering team to learn how we can help you unlock high performance agentic AI / LLM evaluation, real-time adaptive ML, and accelerated AI operations.
