Services · Solution
Backend as a Service
Build. Deploy. Monitor. Your VPC-first backend for AI and computer vision — shipped with APIs, jobs, data, and observability so you can launch fast and own it all.
Backend as a Service
Why teams choose us
Why teams choose our BaaS
Launch fast with production templates for auth, APIs, storage, and events
Scale from prototype to production without cost surprises
Secure by default with secrets, roles, and audit logs
Built for AI and computer vision with model-chaining and foundation-model adapters
Backend as a Service
Discover
Goals, constraints, success metrics
Blueprint
System design, data model, cost plan
Build
Templates + pipelines wired to your use cases
Launch
Cutover plan, dashboards, alerts
Handoff
Docs, training, and optional managed SRE
Backend as a Service
Workflow Studio optional
A visual way to design pipelines that chain models, classic CV ops, and business rules. We can integrate a best-of-breed editor or ship a tailored builder in your repo. Supports condition/expression style logic and sinks like S3, webhooks, and alerts.
Ingest & I/O connectors
Uploads, REST, webhooks, RTSP/video streams, and batch jobs. Outputs to APIs, queues, databases, S3, and downstream apps.
Block library
Detection/segmentation/classification, classical CV steps, OCR/VLMs, post-processing, and publish/alert actions. Bring your own models or wire to hosted endpoints.
Monitoring & Alerts
Built-in logs, metrics, and alerts for pipeline health. Supports integration with tools like Grafana.
Backend as a Service
Cloud API or Edge
Ship as a managed API in your cloud or as Docker containers for on-prem/edge devices; internet optional. We design once and deploy anywhere, including GPU nodes where needed.
Model-chaining & adapters
Chain multiple models in one pipeline and tap foundation models where it helps. Keep data in your VPC.
Batch + realtime
Process large image/video sets with batch jobs or respond to live events and streams.
Backend as a Service
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, traces, and drift signals
Dashboards for latency, throughput, costs, and model outcomes, plus alerts for failures and regressions.
Human-in-the-loop hooks
Queue edge cases for review and route feedback back to training datasets or labeling tools.
Iteration loop
A B rollout for models and features. Shadow tests and canaries before full release
Backend as a Service
See What We’ve Built
REST and GraphQL endpoints with keys and rate limits
Signed uploads + CDN, queues, schedulers, and webhooks
Clean repo, OpenAPI spec, and Postman collection
MongoDB Atlas schemas, indexes, backups
Vector search and semantic retrieval
Analytics tables for product and pipeline KPIs
BYO models or hosted endpoints wired behind one interface
Classic CV blocks + OCR/VLM blocks
Feature flags and A/B rollout for models
IAM roles, tenant isolation, KMS encryption
IaC with Terraform, CI/CD with preview envs
Incident runbooks and DR targets
Backend as a Service
What you get on day one
Production backend in your accounts and repos
Architecture diagram + OpenAPI spec
IaC code, env files, and CI/CD
Runbooks and cost/latency dashboards
Security baseline and access map
Backend as a Service
Questions
What tech stack do you use?
We build with React.js, Node.js, MongoDB, AWS, GPT-4, Claude, Ollama, and more. Every project gets a custom blend for speed, scale, and flexibility.
How fast can you launch my app?
Most MVPs ship in weeks, not months. Our modular code and proven process mean you get to market—fast, without cutting corners.
Is your code scalable and secure?
Yes! We use clean APIs, cloud hosting, and best practices for security. Your app is built to grow with you—no tech debt, no headaches.
Bring the messy version
One workflow.
A better way to run it.
Show us the tools, the handoffs, and the part that keeps slowing your team down.
---
title: "Backend as a Service"
description: "Build. Deploy. Monitor. Your VPC-first backend for AI and computer vision — shipped with APIs, jobs, data, and observability so you can launch fast and own it all."
url: https://lidvizion.ai/solution/backend-as-a-servicee/
site: Lid Vizion
index: https://lidvizion.ai/llms.txt
---
[Services](https://lidvizion.ai/services/) · Solution
# Backend as a Service
Build. Deploy. Monitor. Your VPC-first backend for AI and computer vision — shipped with APIs, jobs, data, and observability so you can launch fast and own it all.
[Let’s map your workflow](https://lidvizion.ai/contact/) · [All services](https://lidvizion.ai/services/)
Backend as a Service
## Why teams choose us
Why teams choose our BaaS
Launch fast with production templates for auth, APIs, storage, and events
Scale from prototype to production without cost surprises
Secure by default with secrets, roles, and audit logs
Built for AI and computer vision with model-chaining and foundation-model adapters
Backend as a Service
## Discover
Goals, constraints, success metrics
#### Blueprint
System design, data model, cost plan
#### Build
Templates + pipelines wired to your use cases
#### Launch
Cutover plan, dashboards, alerts
#### Handoff
Docs, training, and optional managed SRE
Backend as a Service
## Workflow Studio optional
A visual way to design pipelines that chain models, classic CV ops, and business rules. We can integrate a best-of-breed editor or ship a tailored builder in your repo. Supports condition/expression style logic and sinks like S3, webhooks, and alerts.
#### Ingest & I/O connectors
Uploads, REST, webhooks, RTSP/video streams, and batch jobs. Outputs to APIs, queues, databases, S3, and downstream apps.
#### Block library
Detection/segmentation/classification, classical CV steps, OCR/VLMs, post-processing, and publish/alert actions. Bring your own models or wire to hosted endpoints.
#### Monitoring & Alerts
Built-in logs, metrics, and alerts for pipeline health. Supports integration with tools like Grafana.
Backend as a Service
## Cloud API or Edge
Ship as a managed API in your cloud or as Docker containers for on-prem/edge devices; internet optional. We design once and deploy anywhere, including GPU nodes where needed.
#### Model-chaining & adapters
Chain multiple models in one pipeline and tap foundation models where it helps. Keep data in your VPC.
#### Batch + realtime
Process large image/video sets with batch jobs or respond to live events and streams.
Backend as a Service
## 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, traces, and drift signals
Dashboards for latency, throughput, costs, and model outcomes, plus alerts for failures and regressions.
#### Human-in-the-loop hooks
Queue edge cases for review and route feedback back to training datasets or labeling tools.
#### Iteration loop
A B rollout for models and features. Shadow tests and canaries before full release
Backend as a Service
## See What We’ve Built
- REST and GraphQL endpoints with keys and rate limits
- Signed uploads + CDN, queues, schedulers, and webhooks
- Clean repo, OpenAPI spec, and Postman collection
- MongoDB Atlas schemas, indexes, backups
- Vector search and semantic retrieval
- Analytics tables for product and pipeline KPIs
- BYO models or hosted endpoints wired behind one interface
- Classic CV blocks + OCR/VLM blocks
- Feature flags and A/B rollout for models
- IAM roles, tenant isolation, KMS encryption
- IaC with Terraform, CI/CD with preview envs
- Incident runbooks and DR targets
Backend as a Service
## What you get on day one
- Production backend in your accounts and repos
- Architecture diagram + OpenAPI spec
- IaC code, env files, and CI/CD
- Runbooks and cost/latency dashboards
- Security baseline and access map
Backend as a Service
## Questions
### What tech stack do you use?
We build with React.js, Node.js, MongoDB, AWS, GPT-4, Claude, Ollama, and more. Every project gets a custom blend for speed, scale, and flexibility.
### How fast can you launch my app?
Most MVPs ship in weeks, not months. Our modular code and proven process mean you get to market—fast, without cutting corners.
### Is your code scalable and secure?
Yes! We use clean APIs, cloud hosting, and best practices for security. Your app is built to grow with you—no tech debt, no headaches.
Bring the messy version
## One workflow. A better way to run it.
Show us the tools, the handoffs, and the part that keeps slowing your team down.
[Let’s map your workflow](https://lidvizion.ai/contact/) · [Read our approach](https://lidvizion.ai/approach/)