Why teams choose our Fractional CTO

VPC first and vendor neutral so you own your sourcecode and data

Build Deploy Monitor spine for clear execution

AI and computer vision ready from day one

Security cost and reliability treated as first class

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Build & Optimize Your Tech

Architecture and roadmap

30 60 90 plan. System design for React Node MongoDB AWS. Make or buy choices and vendor selection

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AI and model strategy

Model chaining options. Foundation model adapters. Data and evaluation plan that fits your use case

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BaaS and platform oversight

Templates for auth APIs storage events. Review IaC CI CD and observability so the foundation is solid

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Team and process

Hiring plan scorecards and rituals. Clear RACI and quality gates that keep velocity high

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[background image] image of a modern office space (for a ai healthcare company)

See What We’ve Built

Real-world AI, web apps, and 3D—crafted for startups, educators, and enterprise teams. Explore our latest projects below.

Cloud and edge

Ship managed APIs in your cloud and or containers for on prem and devices. Internet optional where needed

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Security and compliance

IAM roles secrets management tenant isolation. Controls mapped to your needs such as SOC readiness FERPA or HIPAA guidance

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Cost and performance

From 3D learning tools to custom chat agents—engage users with next-gen web experiences powered by AI and Three.js.

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Operate and Improve with Confidence

From monitoring metrics to resolving edge cases and rolling out new features, we give you the tools to keep your systems reliable, adaptable, and continuously improving

Metrics and traces

Dashboards for latency throughput errors and spend. Alerts on regressions and failures

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Human in the loop

Queue edge cases for review and route feedback to training data or labeling tools

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Iteration loop

A B rollout for models and features. Shadow tests and canaries before full release

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[interface] screenshot of core features (for an ai developer tools)

What we deliver

  • Technology roadmap and architecture diagram

  • OpenAPI spec and Postman collection when APIs are in scope

  • IaC templates CI CD and runbooks

  • Security baseline access map and audit checklist

  • KPI definitions for velocity reliability and cost

  • Hiring plan and role scorecards

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Deploy

One interface for hosted endpoints or your own containers

Cloud API or edge builds for devices and on prem

Feature flags and gradual rollout with automatic fallbacks

How it works

Discover

Define problem statement, understand business case, and review current state

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Blueprint

30 60 90 plan estimates, milestones,  and deliverables

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Build

Sprints releases and weekly demos

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Launch

Dashboard and alerts

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Improve

Ongoing advisory or managed support as needed

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Popular use cases

  • Safety and compliance detection in images and video
  • Search and summarization over private docs with RAG
  • Form understanding and OCR for operations
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Frequently Asked Questions

What powers our builds? Dive into the tools, frameworks, and AI magic behind every Lid Vizion project.

What tech stack do you use?
Is your code scalable and secure?
Is your code scalable and secure?

Tech we prefer

  • AWS for compute queues and events
  • MongoDB Atlas for data vectors and analytics
  • Auth0 for auth and roles
  • Terraform and GitHub Actions for repeatable ops

Train

Fine tune or train from scratch depending on data and constraints
Choose the best architecture for accuracy latency and cost
Reproducible runs with clear configs and seeds

Evaluate

  • Metrics that matter accuracy precision recall mAP BLEU ROUGE and task specific KPIs
  • Red teaming and safety checks on prompts content and outputs
  • A B testing and shadow mode before full rollout
Ready to move faster?

Modern AI, custom web apps, and rapid MVPs

Book a Discovery call