TotalApp Docs

Cloud LLM Models

The catalog of hosted, cloud-based AI providers available under Settings → AI Models → Writer Engine → Cloud LLM (Hosted API).

Overview

Cloud LLM (Hosted API) sends your requests to a third-party AI provider's servers over the network — Anthropic, OpenAI, Google, DeepSeek, Cohere, Groq, or OpenRouter. Unlike Ollama or In-Browser Models, no model runs on your machine or in your browser tab; the provider's own infrastructure does the generation and streams the result back.

Providers are grouped here by architecture: Direct providers serve their own models from their own infrastructure; Proxy / Router and Serverless providers run open models (like Llama or Mixtral) on managed infrastructure; Aggregator providers (like OpenRouter) route to many providers behind one API.

Where to configure it

Go to Settings → AI Models → Writer Engine and select Cloud LLM (Hosted API). Pick a provider and model from the list below. See Agentic AI Settings for the full settings reference, and Ollama Integration, Local Language Models, or In-Browser Models for engines that don't require a cloud API key.

Screen preview

A quick look at the screens. Use the toggle in the corner of each preview to switch between the dark and light themes.

app.totalapp.app/settings/agentic
Cloud LLM (Hosted API)
Anthropic — Direct
Claude Sonnet 4.6, Opus 4.7, Haiku 4.5
DeepSeek — Direct
DeepSeek-V3, DeepSeek-R1
Groq — Serverless
Llama 3.3 70B at record inference speed
OpenAI — Direct
GPT-4o, GPT-4o mini, o3
Google AI Studio — Direct
Gemini 2.5 Pro, Gemini 2.5 Flash
OpenRouter — Aggregator
One key, hundreds of models
Cohere — Proxy / Router
Command R+, Command A

Cloud LLM providers

Anthropic — Direct

Anthropic's own Claude family, called directly against Anthropic's API:

ModelTypeBest for
Claude Sonnet 4.6DirectBalanced default — strong reasoning and writing quality at moderate cost.
Claude Opus 4.7DirectAnthropic's most capable model for the hardest reasoning and analysis tasks.
Claude Haiku 4.5DirectFastest and cheapest Claude model for lightweight, high-volume tasks.

OpenAI — Direct / Serverless

ModelTypeBest for
GPT-4oDirectGeneral-purpose flagship model with strong multimodal support.
GPT-4o miniDirectCheaper, faster GPT-4o variant for everyday tasks.
o3-miniServerlessReasoning-focused model for step-by-step logic and math.

Google AI Studio — Direct

Called directly against Google's own API — notable for aggressive pricing and very large context windows:

ModelTypeBest for
Gemini 2.5 ProDirectGoogle's most capable model — large context window, strong reasoning.
Gemini 2.0 FlashDirectFast and inexpensive — calling it directly here is significantly cheaper than routing through an aggregator like OpenRouter.

DeepSeek — Direct

DeepSeek's own models, called directly — widely regarded as the strongest cost/performance ratio in the current market:

ModelTypeBest for
DeepSeek-V3DirectGeneral-purpose chat and everyday tasks at very low cost.
DeepSeek-R1DirectAdvanced reasoning and coding — includes an explicit "thinking" step.

Cohere — Proxy / Router

ModelTypeBest for
Command R7BProxy / RouterLightweight Cohere model for retrieval-augmented and enterprise tasks.
Command R+Proxy / RouterCohere's larger model for more complex retrieval and multi-step tasks.

Groq — Serverless

Runs open models (Llama, Mixtral) on Groq's custom LPU hardware — the first choice for anyone who wants open-source models at record-breaking token-per-second speed:

ModelTypeBest for
Llama 3.3 70B (Groq)ServerlessMeta's Llama 3.3 at Groq's very high inference speed.
Mixtral 8x22B (Groq)ServerlessMistral's mixture-of-experts model, also at Groq speed.

Modelion — Proxy / Router (Gateway)

Modelion is TotalApp's default gateway. Modelion Auto (recommended) lets the gateway pick the model; the other Modelion entries are read live from the gateway for your key, so the list always matches what your account can actually call.

Models that need your own provider key

Some models listed by Modelion (for example DeepSeek and GLM entries) are available only through your organization's own provider account. They are shown in the list but disabled, with the gateway's reason byok_binding_required next to them. Connect that provider's key in the Modelion console and the model becomes selectable.

Reasoning models can be slow

If Modelion Auto routes to a reasoning model, it thinks before answering, so a request can take a minute or more. TotalApp stops waiting for a gateway reply after about 30 seconds and reports Modelion request timed out. For quick structured answers prefer a non-reasoning model.

OpenRouter — Aggregator

Routes to many underlying providers behind one API — convenient for trying multiple models without separate API keys, at a small markup versus calling providers directly:

ModelTypeBest for
Llama 3.3 70BAggregatorOpen-weight model via OpenRouter's routing.
Gemini 2.0 FlashAggregatorAvailable here for convenience, but calling Google AI Studio directly (above) is cheaper.
Mistral 7BServerlessSmall, fast open model for lightweight tasks.

Choosing a Provider by Architecture

Direct

Anthropic, OpenAI, Google AI Studio, DeepSeek — call the provider's own API directly. Lowest latency and cost for that provider's models; requires that provider's own API key.

Proxy / Router & Serverless

Cohere, Groq — managed infrastructure running either the provider's own models (Cohere) or open models on specialized hardware (Groq).

Aggregator

OpenRouter — one API key, many providers. Convenient for experimentation, but usually carries a small markup over calling a provider directly.

Tip: avoid paying the aggregator markup

If a model is available both directly (e.g. Google AI Studio's Gemini 2.0 Flash) and through OpenRouter, calling it directly is normally cheaper and faster — use the aggregator mainly for models that don't have their own direct listing here.

Selecting a Provider

1. Settings → Agentic
→
2. Writer Engine → Cloud LLM (Hosted API)
→
3. Pick a provider
→
4. Pick a model

Each provider requires its own API key configured on the server side — see Agentic AI Settings for where credentials are managed.

FAQ

Do I need a separate API key for each provider?
Yes. Each provider group (Anthropic, OpenAI, Google AI Studio, DeepSeek, Cohere, Groq, OpenRouter) requires its own API key configured on the server. OpenRouter is the exception in spirit — one OpenRouter key gives access to many underlying models, but it's still a separate key from calling those providers directly.
Why would I use OpenRouter instead of calling a provider directly?
Mainly convenience — one API key covers many models you'd otherwise need separate accounts for. The tradeoff is a small per-token markup and slightly higher latency versus a direct call.
What's the difference between this and Ollama or In-Browser Models?
Cloud LLM sends your data to a third-party provider's servers for processing. Ollama and In-Browser Models keep everything on your own machine or browser tab — see Ollama Integration and In-Browser Models for the local alternatives.
Which provider is cheapest?
As of this writing, DeepSeek and Google's Gemini 2.0 Flash are among the most cost-effective direct options; Groq is cost-effective specifically for open-weight models at very high speed.