AI module
AI and vision API for chat assistants and image-aware models
Add chat assistants, image-aware models, and character surfaces on ChefSphere prepaid tokens. AI vision weighs heavier per call. Early access—request onboarding.

AI as a product surface, not a science fair
ChefSphere AI and vision APIs cover chat assistants, image-aware models, and character surfaces your food or creator product can expose without building a model platform. The point is shippable product behavior—prompts, sessions, and vision-aware turns—on the same prepaid balance as commerce and community. It is not a promise of infinite free inference, and it is not a substitute for catalog search when users just need structured recipe lookup.
This guide focuses on AI and vision intent: assistants and image-aware interactions that burn more tokens per call than catalog reads by design. It is not the recipe catalog guide and not the meal planning guide, even when assistants help users navigate those domains. Keep intents separate so pricing conversations stay honest about AI vision weight versus cheap structured reads.
Where AI belongs in a food product
Use assistants for guided cooking help, preference exploration, or character-led experiences that need conversational state beyond a static FAQ page. Use vision-aware turns when users send photos and expect grounded responses that respect your product rules and safety posture. Do not use AI as a fake catalog: structured search and collections belong in the content catalog module with cheaper token weights.
AI chat messages and AI vision messages sit near the top of the published token-weight table because inference is expensive to run honestly. Budget them explicitly when your roadmap markets “AI everything” without capacity planning on prepaid packs starting at $29 for 200,000 tokens. Growth and Scale packs exist for a reason when AI coincides with live sessions or marketplace checkout in the same month.
Pair AI with moderation when user-generated prompts or images can produce harmful content your brand cannot ignore in public channels. Pair with media when uploads feed vision turns, and pair with catalog when assistants should cite structured content instead of inventing facts. Early access onboarding is where we align which of those dependencies you need before keys are provisioned.
X-API-Key billing and early access
Authenticate with an X-API-Key in the Firebase-style model and burn prepaid tokens per call against one shared balance across nineteen modules. Unused tokens stay on your balance when AI traffic is uneven week to week, which is common during experiments and prompt iteration. Enterprise from $300 per month is available when you need dedicated limits or custom weights for AI-heavy stacks.
Request access, describe your assistant use cases and whether vision is required in version one, and we email when onboarding opens. Illustrative docs help you plan shapes; production contracts follow access so you are not wiring against fiction forever.
Ship AI with constraints your brand can defend
Define what the assistant may claim, what it must refuse, and when it should hand off to structured catalog or human support instead of guessing. Those product constraints matter more than model brand names and more than any sample snippet in illustrative OpenAPI docs. Teams that skip constraints discover them in support tickets and app-store reviews after launch, which is the expensive way to learn.
Related guides on prepaid tokens, multi-module billing, and moderation help you price and govern AI before marketing it as unlimited magic. Request early access with expected monthly AI volume—even rough bands help more than silence when we prioritize onboarding. We will contact you when keys and packs are available for your use case.
AI vision highlights
Assistants and image-aware turns billed honestly on prepaid tokens.
- Chat assistants, image-aware models, and character surfaces
- Higher prepaid burn on AI and vision versus catalog reads
- Shares one balance with commerce, live, and community modules
- Early access before production keys
Common questions
- Is AI vision billed the same as a catalog read?
- No. AI chat and AI vision sit among the heavier rows on the published token-weight table. Catalog reads are cheap by design. Model your assistant traffic separately before choosing Starter versus Growth or Scale.
- Can AI replace recipe catalog search?
- It should not. Structured search, detail, and collections belong in the content catalog module. Use AI for conversational help and vision-aware turns, and keep authoritative structured lookups on catalog APIs.
- Do you host my fine-tuned models on day one of early access?
- Early access focuses on platform AI and vision surfaces as marketed. Custom model hosting and specialized arrangements are discussed during onboarding when relevant—do not assume them from marketing copy alone.
- When can I get an API key for AI calls?
- After early access is granted. Packs and keys open together. We provision packs and keys through early access onboarding.