Auriko vs GBrain: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Auriko and GBrain — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
Auriko
Auriko
Cache-aware LLM router and inference platform with one API across major providers and zero provider price markup.
Key features
- Unified API: One OpenAI-compatible endpoint fronts OpenAI, Anthropic, Google, xAI, Fireworks, Together, DeepSeek, Moonshot and more.
- Cache-Aware Routing: Routes each request using cost estimates that account for each provider's cache hit behavior and workload patterns.
- Multiple Focus Modes: Optimize routing for cost, time-to-first-token, throughput or balanced modes, with optional custom weights.
- Deterministic Routing (Pro): Always picks the highest-scoring eligible route so production behavior is reproducible.
- Bring Your Own Key: BYOK support lets teams keep existing provider contracts and quotas while still benefiting from the router.
- Fallback & Load Balancing: Automatic fallback and load-balanced routing keep apps up when a single provider degrades.
Best for
- Production LLM Cost Reduction: Engineering teams cut inference bills by routing chat and RAG traffic to the cheapest cache-friendly provider.
- Reliability Fallback: Ops teams shield user-facing agents from provider outages via automatic fallback routes.
- Latency-Sensitive Apps: Real-time products optimize for time-to-first-token when the user is watching a stream.
- BYOK Enterprise Deployments: Enterprises route through Auriko while keeping token spend on their own provider contracts.
- Multi-Model A/B Testing: Product teams experiment with different backend models without rewriting client code.
GBrain
GBrain
A shared team brain that syncs memory, connected apps and scheduled skills to ChatGPT, Claude, Cursor and any AI your team uses.
Key features
- Shared Team Chat: The whole team prompts in one shared chat where anyone can follow up and see how answers were worked out.
- Plain-File Memory: Team knowledge lives as markdown notes in folders you can open, correct and copy, and every AI answers from the fix.
- Connect Once Credentials: Connect Gmail, Calendar, Drive, Stripe and more once; AIs receive call results, never passwords.
- Per-AI Permission Levels: Set each AI to Off, Read, Draft, Manage or Full per account, with every action on one record.
- Scheduled Skills: One-click skills like Team Standup, Customer Comms Tracker and Inbox Cleanup run daily or once.
- Multi-AI Sync: Sync the same memory to Claude, ChatGPT, Cursor, Claude Code, Codex and your terminal.
- Tools Plan: A password manager for AI that puts your applications into every AI you use for individuals.
Best for
- Team Standups: Summarize the team's work across GitHub, Gmail and Calendar and email it out each morning.
- Customer Follow-Up: Track customers and prospects owed a reply and flag overdue ones daily.
- Issue Triage: Turn customer bugs and requests from email and support chats into deduplicated tracker issues.
- Meeting Prep: Build sourced briefs on candidates, guests or investors before you meet.
- Inbox Cleanup: Archive mail you never read on a schedule.
- Pricing Decisions: Combine call notes and billing data in a shared chat to evaluate a price change.
