AI & Automation
Jul 14, 2026
How to evaluate an AI agent before you ship it
An AI agent that works in the demo can still fail in production. Here is how to build an evaluation suite that catches it first, with a practical template.
Codestreaks is an AI app and SaaS studio. We design, build, and deploy production-grade software that moves teams off manual, repetitive processes and into modern, AI-native operations.
Fixed-price scopes100% code ownership30 days post-launch support
Engaged by operations and product teams at
Three delivery lanes, one engineering standard. Every engagement ships as production software with evaluation, monitoring, and documentation built in, so the system keeps working long after the launch call ends.
Autonomous workflows that replace manual work.
Software built around AI from day one.
AI workflows in your team's pocket.
From engagement to live deployment, not from kickoff to demo.
Your repository, your infrastructure, your control.
Included on every engagement, while your team adopts the new system.
Real projects. Real results. Every case study represents a founder who trusted us to bring their vision to life.
We operate as an extension of your product and operations teams, with disciplined scoping, transparent execution, and documented systems your team can own long after launch.
We map your current operations, identify the workflows that benefit most from AI, and define measurable success criteria before any code is written.
We select the right combination of foundation models, agents, integrations, and observability tooling, and design a system that is accountable, auditable, and built to scale.
Your team interacts with a clean, custom application, not a stack of brittle tools. We ship production-grade code designed for long-term maintainability.
We launch, monitor, and refine based on real-world usage. You get a system that is reliable on day one and continuously improving from there.
Engagements we are proudest of are the ones our clients stop thinking about, because the system runs quietly in the background, exactly the way it should.
“The team at Codestreaks have been outstanding to work with, highly cooperative, professional, and consistently effective. They listened carefully, implemented feedback quickly, and delivered excellent results. Highly recommended.”
Practical writing on integrating AI into production systems, replacing manual processes, and engineering software that lasts beyond the model of the month.
An AI agent that works in the demo can still fail in production. Here is how to build an evaluation suite that catches it first, with a practical template.
A chatbot replies. An AI agent takes action. Here is the actual difference, when each fits, what each costs, and how to pick without wasting a build.
An AI agent that nails a demo can still fall apart on real data. Here is where the last 10 percent hides, what it costs to run, and how to ship one that holds.
Straight answers to the questions founders and operations teams ask before starting an engagement.
Tell us what your team is doing manually today. We will respond within two business days with a clear assessment and a proposed approach.
No commitment. Your code, your infrastructure, from day one.
“They listened carefully, implemented feedback quickly, and delivered excellent results. Highly recommended.”
2 engagements per quarter
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