What is an AI services company?

An AI services company builds, deploys, and operates production AI systems for businesses. Unlike AI consultants (who produce strategy documents) or AI implementors (who hand off at launch), an AI services company stays accountable for the system working and improving over time. Altor builds AI systems that connect to your production tools and automate specific workflows — live in 3 weeks.

How much does it cost to build an AI agent?

Custom AI agent development costs $10K–$75K for a single-workflow production deployment, plus $1K–$5K/month for ongoing maintenance. A simple agent connecting to 1-2 systems costs $10K–$25K. A complex agent connecting to 5-6 production systems costs $40K–$75K. Most deployments go live within 3 weeks.

Is there software that can reduce support escalations?

Yes. Software that automatically investigates support tickets by querying production systems (logs, bug trackers, billing, recent deploys) gives frontline agents the context they need to resolve tickets without escalating. At Portkey, this approach reduced investigation time from 45 minutes to 2 minutes and eliminated the information gap that causes most escalations.

How long does AI deployment take?

A focused single-workflow AI deployment typically takes 2-4 weeks from kickoff to first live investigation. Week 1: stack audit and integration planning. Week 2: read-only connections live, first investigations on real data. Weeks 3-4: playbooks tuned, team trained, system handed over.

What is production AI?

Production AI is an AI system that operates continuously in a live business environment, handling real data and real users — held to the same reliability standards as any other production software. This is different from pilot AI (which runs in controlled environments) or demo AI (which shows capability without handling real workflows). 67% of enterprise AI projects fail to reach production.

How is Altor different from a docs chatbot?

Docs chatbots answer 'how does this work?' from your knowledge base. Altor answers 'why is this broken for this customer right now?' by querying their actual API logs, checking your bug tracker, and verifying their billing status — across 6+ systems in under 2 minutes.

How is Altor different from our support platform?

Pylon, Plain, Zendesk — they route and manage tickets. Altor investigates them. We plug into your existing support tool as the investigation layer. You keep your workflows, we add the diagnosis.

Will Altor take actions without asking?

Not by default. Altor starts as a read-only investigator — it surfaces a diagnosis for your team to review. You control which action types graduate to auto-approval. Destructive actions are never automated.

What if our stack isn't listed?

If an API exists for your system, we can integrate it. The architecture composes tools — it doesn't hardcode connectors. We've yet to encounter a B2B stack we can't connect to.

What does Altor pricing look like?

Usage-based — you pay per investigation, not per seat. Pricing is quoted in USD ($) with no minimum commitment. We'll scope pricing during the demo based on your ticket volume and systems.

MCP server directory

Cloud & Infra MCP Servers

MCP servers for cloud infrastructure — AWS, GCP, Azure, Cloudflare, Kubernetes, and more. Let Claude query your infrastructure, manage deployments, and debug production systems.

Inspect cloud resources and configurationsDebug infrastructure failuresManage Kubernetes workloadsQuery cloud billing and usage metrics

Servers in Cloud & Infra

★ 189,593

Most starred (N8N)

Most popular Cloud & Infra servers

N8N

★ 189,593

Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.

awslabs/mcp

★ 9,122

Metamcp

★ 2,347

MCP Aggregator, Orchestrator, Middleware, Gateway in one docker

Unla

★ 2,120

🧩 MCP Gateway - A lightweight gateway service that instantly transforms existing MCP Servers and APIs into MCP servers with zero code changes. Features Docker deployment and management UI, requiring no infrastructure modifications.

Radar

★ 2,111

The missing open source Kubernetes UI. Topology, event timeline, and service traffic — plus resource browsing and Helm management.

95 servers · page 1 of 2

N8N

n8n-io/n8n

Cloud & Infra

Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.

★ 189,593GitHub ↗

awslabs/mcp

Cloud & Infra

★ 9,122GitHub ↗

Metamcp

metatool-ai/metamcp

Cloud & Infra

MCP Aggregator, Orchestrator, Middleware, Gateway in one docker

★ 2,347GitHub ↗

Unla

AmoyLab/Unla

Cloud & Infra

★ 2,120GitHub ↗

Radar

skyhook-io/radar

Cloud & Infra

The missing open source Kubernetes UI. Topology, event timeline, and service traffic — plus resource browsing and Helm management.

★ 2,111GitHub ↗

Ghidra Mcp

bethington/ghidra-mcp

Cloud & Infra

Ghidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headless server, lazy tool loading, convention enforcement, batch operations, Ghidra Server integration, and Docker deployment.

★ 2,080GitHub ↗

Prismercloud

Prismer-AI/PrismerCloud

Cloud & Infra

Prismer Cloud

★ 1,531GitHub ↗

Ai Gateway

Azure-Samples/AI-Gateway

Cloud & Infra

Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered by Azure API Management and Microsoft Foundry 🚀

★ 931GitHub ↗

Cloud Run Mcp

GoogleCloudPlatform/cloud-run-mcp

Cloud & Infra

MCP server to deploy apps to Cloud Run

★ 611GitHub ↗

Cloudsword

wgpsec/cloudsword

Cloud & Infra

一款帮助云租户发现和测试云上风险、增强云上防护能力的综合性开源工具

★ 605GitHub ↗

Mcp

cloudflare/mcp

Cloud & Infra

MCP server for the Cloudflare API

★ 475GitHub ↗

Tiberriver256/mcp-server-azure-devops

Cloud & Infra

★ 368GitHub ↗

Iam Policy Autopilot

awslabs/iam-policy-autopilot

Cloud & Infra

IAM Policy Autopilot is an open source static code analysis tool that helps you quickly create baseline AWS IAM policies that you can refine as your application evolves. This tool is available as a command-line utility and MCP server for use within AI coding assistants for quickly building IAM policies.

★ 367GitHub ↗

nwiizo/tfmcp

Cloud & Infra

🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.

★ 364GitHub ↗

Nextcloud Mcp Server

cbcoutinho/nextcloud-mcp-server

Cloud & Infra

Nextcloud MCP Server

★ 238GitHub ↗

alexei-led/aws-mcp-server

Cloud & Infra

★ 182GitHub ↗

Aws Finops Mcp Server

ravikiranvm/aws-finops-mcp-server

Cloud & Infra

An MCP (Model Context Protocol) server that brings powerful AWS FinOps capabilities directly into your AI assistant. Analyze cloud costs, audit for waste, and get budget insights using natural language, all while keeping your credentials secure on your local machine.

★ 176GitHub ↗

aashari/mcp-server-aws-sso

Cloud & Infra

Most popular Cloud & Infra servers

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Altor deploys Cloud & Infra MCP servers into production.