AI Model Hosting and Inference API
Run AI models on Carpathian infrastructure and access them through a standard API. No GPU management, no infrastructure overhead, no surprise bills. Just an endpoint and an API key.
AI Model Hosting & API Access
We host AI models on our own compute infrastructure and expose them through an OpenAI-compatible API. You pick a model, we run it, and you integrate it into your application the same way you would any other REST endpoint. If your code already works with the OpenAI SDK, it works with Carpathian AI.
Billing is token-based. You can subscribe to a monthly plan that includes a set number of tokens, or purchase one-time token packs when you need extra capacity. Subscription tokens get used first so your purchased tokens stay available as a buffer. Every request is logged with token counts and response times so you always know exactly what you're spending.
Each AI instance is scoped to your organization and comes with its own security configuration. You set rate limits, define IP allowlists, configure per-instance budgets, and control access through a geo-aware software firewall. If an unfamiliar IP hits your endpoint, the system logs the GeoIP data and notifies your admin. You decide whether to approve, block, or monitor.
OpenAI-Compatible Endpoints
Standard /v1/chat/completions interface. Drop in your API key and start making requests. Works with existing OpenAI SDKs and client libraries without code changes.
Token-Based Billing
Monthly subscriptions with included tokens, plus on-demand token packs. Per-model cost multipliers so you pay fairly based on what you actually run.
Per-Instance Security
Rate limiting, IP allowlisting, geo-aware firewall, and automatic lockdown after repeated unauthorized access attempts. Every instance is isolated to your organization.
Usage Analytics & Budget Controls
Real-time request logging, token consumption tracking, and configurable budget thresholds. Get alerts at 80%, 50%, and 20% remaining balance so you never run out unexpectedly.
AI Automation & Custom Integration
Beyond model hosting, we build AI directly into business workflows. This isn't a chatbot on a landing page. It's process automation that replaces the manual, repetitive work your team does every day and gives them time back for the work that actually requires a human.
We work with you to identify where AI fits into your existing operations, then build and integrate it. Document processing, data extraction, customer communication, internal reporting, system-to-system integration. If there's a process that follows predictable patterns and eats up hours every week, we can probably automate it.
Every automation we build runs on Carpathian infrastructure with the same security, monitoring, and support we provide for all our services. We don't hand you a prototype and disappear. We deploy it, monitor it, and optimize it as your business evolves.
Workflow Automation
Automate data entry, document processing, approval chains, and repetitive business processes. AI handles the routine work so your team focuses on decisions that need human judgment.
Customer Communication
AI-powered response systems that handle customer inquiries, route tickets, and draft replies based on your existing communication patterns and brand voice.
Data Analysis & Reporting
Automated reporting pipelines that pull data from multiple sources, identify patterns, and surface insights without anyone building spreadsheets manually.
System Integration
Connect CRM, ERP, and internal tools with intelligent middleware that keeps data in sync and adapts to changes without constant maintenance.
Document Processing
Extract structured data from invoices, contracts, forms, and other documents. Parse, validate, and route information into your existing systems automatically.
Custom AI Applications
Purpose-built AI tools designed for your specific business problem. Not a template or a generic plugin, but software built around how your team actually works.
Looking for a deeper breakdown of our automation capabilities and implementation process?
See AI Automation ServicesHow Carpathian Uses AI Across Our Platform
We run the same AI infrastructure we offer to customers on our own platform. This is how we use it internally to keep the platform secure, reduce manual review, and catch abuse before it becomes a problem.
Multi-Layer Spam & Bot Detection
Every contact form submission and new signup on the Carpathian platform runs through a multi-layer detection pipeline. The first layer is heuristic: we analyze character entropy, vowel ratios, consonant runs, bigram frequency, and word coverage against common English to catch gibberish, keyboard mashing, and bot-generated text. Suspicious user agents get flagged at this stage too.
Submissions that pass heuristics move to the second layer: a locally-hosted Llama model running on our own infrastructure via Ollama. The model reads the full submission in context and returns a structured decision (approve, flag, or reject) with a confidence score and reasoning. This catches sophisticated spam that looks linguistically normal but is clearly not a real inquiry.
Automated Account Moderation
When the AI review layer flags a new signup, the system takes action automatically based on the confidence score. High confidence scores result in permanent account suspension. Borderline cases get a temporary 30-day hold that gives the admin team time to review manually. Low confidence flags are logged and the account stays active, but the admin gets a notification with the full submission details and the model's reasoning.
The system also tracks invitations. If a user invites someone who later gets flagged or rejected, that gets recorded too. Over time, the system builds a labeled training dataset from these decisions to improve future accuracy.
Progressive IP Blocking
Repeated failures from the same IP trigger escalating responses. Three failures within an hour get a one-hour temporary block. Five within 24 hours extend that to a full day. Ten or more within a week result in a permanent block. Temporary blocks expire and clean themselves up automatically, so legitimate users who trigger a false positive aren't locked out forever.
Geo-Aware AI Firewall
Every new IP that hits an AI inference endpoint gets an automatic GeoIP lookup. The system logs the country and region, notifies the instance admin, and holds the IP in a pending state until it's explicitly approved or blocked. The firewall can run in monitor mode (log everything, block nothing) or enforce mode (block unknown IPs by default), depending on how the instance owner configures it.
Read the Full Breakdown
We wrote a detailed post covering the technical architecture behind our AI-powered platform security, including how the detection layers work together and what we learned building them.
How Carpathian Uses AI Across Our PlatformLet's Talk About Your Project
Reach out to discuss what you need. No sales pitch, just a conversation about whether we're a good fit.