Strategy

Stop hardcoding OpenAI. Do this instead.

If your app breaks because you hardcoded an OpenAI endpoint, your architecture is fragile. Here is how we build AI systems that survive the model wars.

KytoAI & Automation Firm
·
March 22, 2026
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2 min read

Key Takeaways

  • 1Tying your codebase to a single AI provider is a massive technical debt trap.
  • 2Use an abstraction layer like the Vercel AI SDK to unify your AI calls.
  • 3Swapping from OpenAI to Anthropic should take exactly one line of code.
  • 4Centralize your model calls using an AI Gateway to manage rate limits and routing.
  • 5Write your generation logic once and decouple it from the underlying LLM.

Stop marrying your codebase to OpenAI. OpenAI drops a new model on a Tuesday. Anthropic counters with Claude 3.5 Sonnet on Thursday. Google forces a new Gemini into the mix by Friday.

If you rewrite your API calls every time the leaderboard changes, you are burning cash and dev cycles. Hardcoding provider SDKs is a technical debt trap.

The only architecture that survives the model wars

At Kyto, we refuse to hardcode vendor SDKs. We use the Vercel AI SDK to build a standardized wrapper over every major provider.

You write your prompt, your tools, and your streaming logic exactly once. Swapping from GPT-4o to Claude takes seconds, not a two-week sprint.

  • Unified APIWrite a single `generateText` function and use it everywhere in your app.
  • Provider agnosticSwitch between `@ai-sdk/openai` and `@ai-sdk/anthropic` without refactoring your core logic.
  • Streaming out-of-the-boxSend text to the frontend chunk by chunk. Stop fighting with manual Server-Sent Events.

Your code should not care who generates the text. It should only care that it is fast, cheap, and accurate.

Stop talking, show the code

Let's build a simple generation script. Install the core library and your specific providers. If you need OpenAI and Anthropic, just run `npm install ai @ai-sdk/openai @ai-sdk/anthropic`.

  1. Import the core functionGrab `generateText` from the `ai` package.
  2. Select your providerImport `anthropic` from `@ai-sdk/anthropic`.
  3. Execute the callCall `generateText({ model: anthropic('claude-3-5-sonnet-latest'), prompt: 'Fix my life' })`.
  4. Swap providers laterChange that model string to `openai('gpt-4o')`. No structural changes. No rewritten types.

Use an AI Gateway

Want to avoid provider SDKs altogether? Use Cloudflare or Vercel's AI Gateway. Import `gateway` from the `ai` package and pass `gateway('anthropic/claude-3-5-sonnet')`. One single endpoint to rule them all.

Stop building AI features that break next month.

Kyto builds provider-agnostic AI infrastructure for companies that want reliable systems, not technical debt.

Book a technical call

Frequently Asked Questions

Why shouldn't I just use the official OpenAI SDK?

Because OpenAI won't always win. When Anthropic or Google drops a faster, cheaper model, a unified API lets you switch providers in seconds, not sprints.

What is the Vercel AI SDK?

An open-source TypeScript library that gives you a single, unified interface to interact with OpenAI, Anthropic, Google, and local models.

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AI & Automation Firm

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