OpenScale GTM brain

category

market profile

• text: Application builders compare inference providers on token cost, latency and model compatibility.
• text: Serverless model APIs replace GPU capacity management with usage-based inference.

personas

• title: AI application engineer
  pains:

  • Inference cost eats into per-request product margin
  • Needs low latency and an API that fits existing SDKs
• title: Founder building AI agents
  pains:

  • Agent loops generate many repeated input tokens
  • Needs elastic capacity without hiring a GPU operations team
• title: Engineering platform lead
  pains:

  • Must compare model throughput and reliability under load
  • Wants a simple migration path from existing OpenAI-compatible clients

icp

• text: AI startups shipping applications or agents with sustained open-model token usage are a core target.
• text: Developer teams using OpenAI or Anthropic SDKs and seeking hosted open weights can test with minimal integration changes.

message pillars

• text: Reduce inference cost.
• text: Avoid GPU operations.
• text: Scale with demand.

objections

• objection: Will switching require rewriting our application?
  response: The model API supports OpenAI and Anthropic SDK interfaces; test the specific endpoints and features used.
• objection: Can it meet our latency and throughput needs?
  response: Benchmark the model and concurrency on representative prompts rather than relying on headline speed.
• objection: Will the model catalog fit our use case?
  response: Check current available models and evaluate output quality before migration.

competitors

• name: Fireworks AI
  why: Hosted open-model inference with serverless and dedicated options.
• name: DeepInfra
  why: Low-cost hosted open-model inference API.
• name: Together AI
  why: Open-weight model hosting and inference provider.

keywords

• cheap DeepSeek API
• open model inference API
• LLM inference pricing
• fast inference API
• agent sandbox infrastructure
• OpenAI compatible inference

voice

• Developer-native
• Price-forward
• Direct and technical

signals

• text: An AI app reports rising token bills as agent usage scales.
• text: A team is migrating from self-hosted GPUs or evaluating open-weight models.

stack

• OpenAI SDK
• Anthropic SDK
• DeepSeek
• GLM

pricing

motion

channels

• SEO
• developer documentation
• self-serve signup

confidence

Founders

• name: Faza Fahleraz
  title: Founder
  role: Founder
  bio: Co-Founder at Payable. Helping millions of Indonesian businesses to accept payments online without writing any code.
• name: Gery Nugraha
  title: Founder
  role: Founder
  bio: Co-Founder @ Latent Space. Building cool AI product in Indonesia
• name: Albert Sahala
  title: Founder
  role: Founder
  bio: Cofounder at Latent Space.