Google Vertex AI vs Novita AI

An enterprise hyperscaler against a low-cost open-model cloud. Vertex brings Gemini, Claude and enterprise controls; Novita brings 200+ cheap open models, GPUs and sandboxes on one bill.

By The Subconscious Team · Updated September 30, 2026

Google Vertex AI vs Novita AI: key differences

Novita AI competes on price and breadth, mostly outside the enterprise buying process. Its serverless API covers 200+ open models across text, image, video, speech, voice cloning and embeddings, with LLM prices from $0.02 per million tokens and batch at 50% off. It was the day-zero launch partner for Google's Gemma 4, so Google's open model shows up there as quickly as anywhere. Vertex AI is Google's own enterprise platform, with Gemini 3.8 and Claude, Gemma, media models and a full training and governance stack.

Compliance draws the line. Novita has no public SOC 2, HIPAA or VPC peering, looser serverless SLAs and Discord-based support, which rules it out for many enterprise buyers. Vertex has the enterprise footing but also lock-in and fragmented pricing. For indie products and prototypes that want cheap LLM and image generation, plus GPUs from RTX 3090s to H200s and a per-second agent sandbox on the same bill, Novita is the better fit. For regulated or governed production on Google Cloud, Vertex is.

What Google Vertex AI and Novita AI do

Google Vertex AI

Vertex AI is Google Cloud's enterprise AI platform. At Google Cloud Next on April 22, 2026, Google rebranded it the Gemini Enterprise Agent Platform with an agent-first structure, though the API endpoint and most docs still say Vertex. Model Garden offers 200+ models, including Google's Gemini 3.8 family, Anthropic's Claude models and open models like Gemma, alongside Imagen, Veo and Chirp for media and speech. Google's own TPUs sit underneath much of its first-party serving.

Example models: Gemini 3.8, Claude

Full Google Vertex AI profile

Novita AI

Novita AI is a San Francisco inference cloud founded in late 2023 by Frank Lewis and Junyu Huang, and it competes on price and breadth. Its serverless API covers 200+ open models across LLMs, image, video, speech, voice cloning and embeddings, with LLM prices starting at $0.02 per million tokens. The API speaks both OpenAI and Anthropic formats. It became an official Hugging Face Inference Partner in April 2026 and was the day-zero launch partner for Google's Gemma 4.

Example models: DeepSeek V4 Pro, Gemma 4

Full Novita AI profile

Should you choose Google Vertex AI or Novita AI?

Google Vertex AI

Choose Google Vertex AI for

Regulated production that needs enterprise controls
Closed Gemini and Claude models
Agents close to BigQuery data

Novita AI

Choose Novita AI for

Cost-first LLM and image generation for prototypes
Hot-swappable LoRA adapters on dedicated endpoints
Models, GPUs and agent sandboxes on one bill

Google Vertex AI vs Novita AI at a glance

Attribute	Google Vertex AI	Novita AI
Model access	Closed and open, 200+ models	Open weights
Flagship models	Gemini 3.8 Flash, Claude, Gemma	DeepSeek V4 Pro, Gemma 4
Speed	Flash tier built for low latency	~36 tok/s on DeepSeek V4 Pro
Price	Gemini 3.8 Flash $0.75 in, $3.75 out	From $0.02 per 1M; batch 50% off
Customization	Custom training on GPUs or TPUs	Hot-swappable LoRA adapters
Deployment	Managed on Google Cloud	Serverless, GPU cloud, dedicated
Long context	1M on Gemini 3.8 Flash	Full 1M on DeepSeek V4 Pro

Frequently asked questions

What is the difference between Google Vertex AI and Novita AI?

An enterprise hyperscaler against a low-cost open-model cloud. Vertex brings Gemini, Claude and enterprise controls; Novita brings 200+ cheap open models, GPUs and sandboxes on one bill.

When should I choose Google Vertex AI over Novita AI?

Regulated production that needs enterprise controls; Closed Gemini and Claude models; Agents close to BigQuery data.

When should I choose Novita AI over Google Vertex AI?

Cost-first LLM and image generation for prototypes; Hot-swappable LoRA adapters on dedicated endpoints; Models, GPUs and agent sandboxes on one bill.

Is Google Vertex AI or Novita AI cheaper?

Google Vertex AI: Gemini 3.8 Flash $0.75 in, $3.75 out. Novita AI: From $0.02 per 1M; batch 50% off. The cheaper choice depends on the model and workload.

Which has more context, Google Vertex AI or Novita AI?

Google Vertex AI: 1M on Gemini 3.8 Flash. Novita AI: Full 1M on DeepSeek V4 Pro.

Related comparisons

Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious. Our inference stack treats a long-horizon trace as the primary workload, so speed, cost, and accuracy hold up deep into the trace.

Subconscious vs Google Vertex AI Subconscious vs Novita AI