OPTIMAIZE BY SCAIL
01
Agent Traces
Sanitized execution paths
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Analysis
Cost, latency, retries, context
03
Evidence
Findings tied to steps
04
Recommendations
Practical next experiments
Agent inefficiencies are difficult to see
Observability may show what happened. Optimaize is designed to identify what could be changed—and connect each finding to specific steps in the workflow.
Rising model costs
Slow critical-path latency
Repeated tools and LLM work
Excessive context propagation
Evidence-backed agent evaluation
Optimaize analyzes execution traces and connects findings to the specific steps that create cost, latency, reliability, and workflow risk.
Cost and token analysis
Latency and critical-path analysis
Retry and failure analysis
Context propagation analysis
Duplicate-work detection
Workflow candidate generation
How the design partnership works
01
Provide representative, appropriately sanitized agent traces
02
Scail analyzes the workflow using Optimaize
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We review evidence-backed findings together
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Where practical, we measure selected improvements
This is a joint technical evaluation, not an open-ended free consulting engagement.
What participating teams receive
• Baseline cost, token, latency, retry, and reliability analysis
• Workflow visualization
• Prioritized evidence-backed recommendations
• Potential workflow candidates
• Review of expected impact, quality risk, and implementation effort
• Before-and-after comparison when selected changes can be tested
Who is a good fit?
• Has a working AI agent or multi-step LLM workflow
• Can provide representative sanitized execution traces
• Has measurable task outcomes
• Has an engineer available to explain the workflow
• Is open to testing and providing feedback on recommendations
TRANSPARENCY
What we are validating
Optimaize is currently being tested on real-world systems. Workflow candidates may initially be structurally validated or estimated rather than production-executed. Recommendations depend on trace completeness, and no cost, latency, or quality improvement is guaranteed.
Apply for a complimentary agent evaluation
Scail is selecting a limited number of design partners for joint technical evaluations.
Thank you. We’ll review your application and follow up if there’s a fit for the current evaluation cohort.