AI agent infrastructure platform covering observability, debugging, evaluation, safety guardrails, and global GPU deployment in one integrated environment for development teams.
Each check below is a fact we could verify from public sources. Unknown checks are excluded from the calculation instead of counting as a negative, and the score is pulled toward the midpoint when coverage is low — that is what data coverage reports.
Not determined: Webhooks / automation hooks, Self-hosting possible.
Not determined: Admin / role management, SSO available, Customer data export, Documented support channels.
Not determined: Free trial, Concrete plan limits, No card required to start, Cancellation / refund policy, Mobile app, Desktop app.
Not determined: Terms of service, Identifiable vendor, Changelog / release notes, Status page.
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Vivgrid is an infrastructure platform for teams building AI agents. It covers the full development lifecycle in one environment: observability, debugging, evaluation, testing, safety guardrails, and global deployment. The pitch is consolidation. Most agent stacks require separate tools for each of those layers; Vivgrid treats them as a single integrated system.
The observability layer gives you visibility into every prompt, API call, memory operation, and tool use your agents make. Debugging goes step by step through agent reasoning chains, which is more useful than sifting through logs after the fact. Automated performance scoring handles quality assurance, and human review workflows are available for cases where automated scoring isn't sufficient.
**Safety guardrails** are built in rather than bolted on. Refusal rules and content filtering can be configured without external tooling, which matters more as agent systems become more autonomous.
On the deployment side, Vivgrid runs a globally distributed GPU inference network with under 50ms latency across major regions. The platform supports multi-agent orchestration with stateful memory and works with multiple LLMs including GPT-4.1, Gemini 2.5, DeepSeek, Claude, Groq, and Cerebras.
The free tier covers unlimited LLM requests at modest rate limits with access to core models and one day of API log retention. The Growth plan expands model access considerably, raises rate limits significantly, and extends log retention to 90 days. Vivgrid is also available on the Microsoft Azure Marketplace, which suggests it's targeting teams operating within enterprise procurement workflows.
It's a relatively new product with limited public review data so far, and pricing beyond the Growth tier isn't publicly listed. For developers building agent systems who are tired of assembling their own observability and deployment stack, it addresses a real gap with a **coherent end to end approach**.
4690
2026-08-22
Medium confidence based on currently stored pricing metadata.
Vivgrid is listed as a Programming tool on AimostAll.
License model: Freemium. Pricing label: Freemium.
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AI agent infrastructure platform covering observability, debugging, evaluation, safety guardrails, and global GPU deployment in one integrated environment for development teams.
Vivgrid is listed on AimostAll as freemium with a pricing label of Freemium.
Use the alternatives section below or browse the wider programming category to compare similar tools.