Customer support automation, built on the help desk you already use

Customer support automation is the use of AI agents, retrieval-augmented generation (RAG, where the AI is grounded in your specific documents so it doesn't make things up), and workflow integrations to resolve common customer questions without a human reply. For a small business, that usually means a chat or email agent grounded in your docs that answers tier-1 tickets, password resets, order status, billing, and appointment confirmations in seconds. The agent escalates to a human the moment it isn't confident.

Yes, with the right architecture. Grounded retrieval-augmented generation drops hallucination rates from 15 to 27 percent (ungrounded LLMs) to 0.7 to 1.5 percent (SQ Magazine 2026). We add a confidence threshold so the agent doesn't answer when it isn't sure, and a human-in-the-loop approval gate on irreversible actions like refunds or subscription cancels.

45 to 65 percent on tier-1 tickets after 30 to 60 days of tuning is the realistic range. Lightspeed (Fin case study) runs in that band. Unthread's 2026 SMB benchmark shows 41 percent median, 59 percent top-quartile. On day one, expect 30 to 50 percent on tightly scoped intents. The number compounds as we feed 'couldn't answer' tickets back into your KB.

2 to 6 weeks for a scoped MVP. Week 1 to 2: discovery, KB audit, intent map. Week 3 to 4: build sprint on your help desk. Week 5 to 6: live deployment on a single channel with first deflection metrics, then expansion. Vendors market 'deploy in days,' but real deflection metrics rarely show up that fast.

No. We build on whatever you already use: Zendesk, Freshdesk, Intercom, Help Scout, Front, Gorgias, HubSpot Service, Zoho Desk, Salesforce Service, or Kustomer. The AI layer sits on top via the help desk's API. If you ever want to switch help desks later, the AI plumbing in Make, n8n, or Zapier moves with you.

Vendor add-ons charge $0.75 to $0.99 per AI-resolved ticket on top of per-seat fees, and they're locked to one help desk. Our build is model-agnostic: easy intents route to Gemini Flash or Claude Haiku, hard ones to GPT-4o or Claude Sonnet. Total tooling stays at $200 to $800 per month for a 5-agent team, versus $700 to $1,500 with vendor stacks.

It hands off. The agent runs a confidence check before every reply. Below the threshold, it escalates to the right human teammate with the full transcript, the customer's sentiment, and recent order or account context attached. No 'please repeat your issue' friction. Buyer trust on this point is what separates 78 percent CSAT from sub-50 percent CSAT.

A system prompt plus a written style guide plus golden-test conversations from your last 90 days of real tickets. We run the agent against your golden set before it ever touches a customer. Tone, hedging, formality, and specific phrases (or banned phrases) are encoded in the prompt and verified weekly during the first 90 days.

OpenAI and Anthropic enterprise APIs are SOC 2 Type II and GDPR compliant, with opt-out of model training. We add a PII redaction layer before any data hits the model. HIPAA Business Associate Agreements are available on Anthropic's enterprise API tier for applicable use cases. Data residency is configurable per deployment (US, EU, UK).

Three tiers. Pilot: build from $3,500 plus retainer from $1,200 per month. Multi-channel: build from $7,500 plus retainer from $2,500 per month. Full Stack: build from $12,000 plus retainer from $4,500 per month. Vendor tooling pass-through (your help desk plus AI model API costs) typically runs $200 to $800 per month for a 5-agent team.

Most SMBs deflect 1,000 to 3,000 tickets per month after the first 90 days. Industry estimates put the fully-loaded cost of a human-handled SMB support ticket in the $4 to $7 range depending on channel and staffing cost, so deflection at that volume usually pays back the build inside 2 to 6 months. The bigger lever is your team stops drowning in tier-1 and works retention instead.

Two options. The retainer covers prompt tuning, KB refresh on 'couldn't answer' tickets, hallucination monitoring, model-cost optimization, and CSAT review (weekly for 90 days, monthly steady-state). Or we transfer ownership to your internal ops with full documentation, prompt files, runbooks, and the Make / n8n / Zapier workflow exports. No vendor lock-in either way.