Doc chatbots answer questions. Your tickets need investigations.
When a customer reports "my API calls are returning 429s," a doc chatbot searches your knowledge base. Altor queries their actual API logs in ClickHouse, checks Linear for known bugs, and verifies their billing in Stripe — delivering a root-cause diagnosis in 2 minutes instead of 45.
Same ticket, two approaches
Customer reports: "My API calls are failing with 429 errors since this morning."
| Doc chatbot | Altor | |
|---|---|---|
| First action | Searches knowledge base for "429 error" articles | Queries ClickHouse for this customer's 429 rate over the last 24 hours |
| Data sources | Documentation only | ClickHouse + Linear + Stripe + GitHub + StatusPage + docs |
| Response | "Here's our rate limit documentation" (generic) | "429s spiked from 12% to 43% due to bug LIN-482. Fix in PR #891, shipping in 3 days. Workaround: exponential backoff." |
| Time to resolution | Customer escalates → engineer investigates manually (20–45 min) | 2 minutes, no escalation needed |
| Ticket coverage | ~20% of B2B support tickets (FAQ-answerable) | The other 80% — tickets requiring live data from customer systems |
of B2B support tickets require investigation, not doc lookups
median diagnosis time with Altor (down from 20–45 min)
systems queried per investigation
annual cost per support engineer spent on manual investigation
The 80% gap in support AI
Doc chatbots solve a real problem — they handle password resets, "how do I configure X?" questions, and onboarding queries well. That covers roughly 20% of B2B support volume.
The other 80% are technical investigations: "my API calls are failing," "latency spiked since yesterday," "webhooks stopped firing." These require pulling live customer data from ClickHouse, checking Linear for known bugs, verifying Stripe billing status, and cross-referencing recent GitHub deploys. No knowledge base contains this information because it changes with every customer and every ticket.
This is the gap Altor fills. Not by replacing your doc chatbot — by handling the 80% it was never designed to solve.
"Our doc chatbot handled maybe 1 in 5 tickets. The rest sat in queue until an engineer had time to investigate."
How Altor works alongside your existing tools
Altor is not a replacement for your doc chatbot or your support platform. It's the investigation layer that sits between them. Your support platform (Pylon, Zendesk, Intercom) routes and manages tickets. Your doc chatbot handles FAQ-style questions. Altor handles everything else — the technical investigations that currently escalate to engineering.
When a ticket arrives that needs investigation, Altor queries 6+ integrated systems, synthesizes findings into a structured diagnosis, and delivers it back into your existing workflow. Your support team gets root causes, not search results.
See the difference on a real ticket
We'll connect to your systems and investigate a ticket from your queue — live. Your data, your ticket, diagnosed in real time.
Get a 3-minute walkthrough — no call needed.