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.

Support Cost Per Ticket

Support cost per ticket measures the fully loaded cost of resolving one support issue, including agent time, engineering escalations, tooling, and overhead. In B2B support, this metric jumps quickly when every technical ticket needs manual log analysis or product-engineering involvement.

Why it matters for B2B support

Leaders often underestimate this metric because they count support salaries but ignore the hidden cost of engineering interruptions. A ticket that escalates to product or infra teams can cost several times more than it appears in the help desk.

Key benchmarks

$15-60

common cost range for a standard B2B support ticket

$100+

cost of tickets that require engineering attention

60-80%

share of resolution time often spent investigating

2 min

investigation target that improves unit economics

How Altor helps

By reducing manual investigation and lowering escalations, Altor cuts the most expensive portion of technical ticket handling: engineering time spent reproducing and diagnosing customer-specific issues.

FAQ

Why is support cost per ticket high in B2B?

Because technical tickets touch multiple systems and often pull in engineers. The labor cost of investigation is much higher than the visible help desk workflow suggests.

How do teams reduce support cost per ticket?

Automate investigation, reduce escalations, and give frontline agents access to structured diagnostic evidence before they respond.

See Altor investigate a real ticket

We connect to your systems and diagnose a real ticket in 2 minutes during US hours.

Book a Demo