AI Infrastructure Foundation
AI Infrastructure Foundation brings together AI Gateway, AI Model Router, AI Prompt Management and AI Cost Monitoring for teams running several AI workflows, delivered as one project with one intake.
Discount rounded to the nearest $100. Savings are calculated from current component prices, not claimed.
What is included
Each product below is also sold on its own; this bundle delivers all of them as one project at the discounted price on the right.
Problems this solves
Each AI app has its own keys, logs and limits to manage
The AI Gateway puts shared keys, limits and logs in front of all your AI apps. Your team manages access in one place, running in your own accounts.
Every request goes to the most expensive model by default
The AI Model Router sends each request to a suitable model based on rules you set. Simple tasks can use cheaper models, while harder ones still get stronger models.
Prompts are buried in code and changed without any record
AI Prompt Management stores prompts outside your code with version history. Your team can see who changed a prompt and roll back if a change causes problems.
The AI bill arrives each month with no breakdown by app
AI Cost Monitoring tracks spend across your AI apps using data from the gateway. You can see which app or team is driving cost before the invoice arrives.
How the 4 work together
These run as one system: each product keeps doing its own job, and this bundle delivers them together as a single project with a single intake.
Shown in the order components are delivered. Detailed cross-product sequencing copy is added in a later phase.
One intake for all 4
Send everything on your checklist, including access, within 72 hours of ordering so your build starts on time.
Not included
What you receive at handover
- AI Gateway, AI Model Router, AI Prompt Management and AI Cost Monitoring, each configured and deployed in your own accounts
- Shared keys, limits, logs and cost data across your AI apps
- Cross-product workflow configuration with up to three handoffs between the products
- A combined test report covering each product's tests plus 20 cross-product scenarios
- A combined admin guide and a recorded 90-minute handoff session
- 30 days of post-launch support
Expected benefits and how to measure them
- Can make AI spend easier to see and control.
- Helps the team manage keys and limits in one place.
- Makes it safer to change prompts and models.
- Monthly AI spend by app
- Compare cost per app from the cost monitor with your provider invoices, month by month after launch.
- Cost per request
- Divide monthly spend by request volume from the gateway logs, and compare the first month with later months.
- Prompt rollbacks
- Count prompt changes and rollbacks in prompt management each month to see how changes are going.
Before you start: Export the last three months of AI provider invoices and list the apps that use them. Note where API keys and prompts are stored today.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
Questions about this product
Does the AI Infrastructure Foundation lock us into one model provider?
No. The design is vendor-neutral and works with several model providers. The gateway and router run in your accounts, and your provider relationships stay yours. You can add or switch providers later, with routing rules changed under maintenance or a Change Quote for larger changes.
What does the infrastructure bundle save?
The four components cost 15 percent less as a bundle than bought separately, and the price panel shows both totals before you pay. The stack adds the handoffs between the four components plus 20 cross-product test scenarios, so routing decisions, prompt versions and cost data line up.
How does the model router decide which model to use?
By rules you approve, weighing cost, speed and quality for each type of task. Simple classification might go to a fast, cheap model while complex drafting goes to a stronger one. Usage, latency and cost metrics per workflow help you adjust those rules after launch.
Can prompts be changed without a software release?
Yes. AI Prompt Management keeps prompts outside your application code, with versions and tests. Your team edits a prompt, tests it and deploys it through the management layer, and the application picks up the new version. Earlier versions are kept so a change can be rolled back.
How quickly do we hear about rising AI spend?
When it crosses the limits you set. AI Cost Monitoring tracks spend by workflow and team and sends alerts to the people you name. With the gateway handoff in place, cost data comes from the same logs as every request, so totals match what passed through the gateway.
Can the infrastructure layer go live faster?
Yes. Express and Rush delivery are offered at checkout, each with its date and price shown before you pay. Provider access, the list of apps in scope and a test environment must arrive within 72 hours, since each late day moves delivery by 3 working days.