AI-suggested-replies
We implement AI-suggested replies: an assistant that offers a support agent a draft reply to a request (based on the knowledge base and history), to answer faster and more consistently. Honestly upfront: it is an ASSISTANT to the agent, not autopilot — AI can err, fabricate (hallucinate), miss the tone and context, so the agent must review and edit before sending and is responsible for the final answer; quality source content is needed; and it is not a replacement for a human. We make an honest accelerator for agents, not a 'robot that answers for you'.
AI-suggested-replies — overview
AI-suggested replies is a tool that analyzes an incoming request and offers the agent a ready draft reply based on the knowledge base, past answers and ticket context. The agent sees the suggestion, reviews it, edits if needed and sends. The goal is to speed up work and raise consistency while leaving the final decision to the human. Honestly about 'an assistant, not autopilot', this is key: AI offers a draft but does NOT answer the customer itself. The agent must read, check for correctness and appropriateness, edit and only then send. Blindly sending AI suggestions is dangerous — the model may produce a wrong, outdated or irrelevant answer. Responsibility for the final answer stays with the human. We set up suggestions as an accelerator with mandatory review, not auto-send. Honestly about hallucinations: like any LLM, an AI suggestion may confidently phrase a wrong or fabricated answer. So it must rely on your verified content (knowledge base 1010), and the agent must remain a filter. Without review it is a risk of sending the customer nonsense in nice language. Honestly about tone and context: AI does not always sense the tone of the situation (an irritated customer, a sensitive question) and the specific customer's context. A suggestion is good for routine, but in emotional/complex cases the agent must rewrite humanly. Honestly about source content: suggestion quality depends on the knowledge-base and past-answer quality. Garbage in — weak suggestions. Honestly about 'not a replacement for a human': AI suggestions speed up agents but do not cut support to zero — people are still needed for review, the complex and the human touch. Honestly about the effect: with good content and review discipline it speeds up answers and raises consistency, but it is not a quality guarantee (quality is on the agent). Honestly about access: a knowledge base, helpdesk/tickets (1006/1007), agents are needed. An important boundary: this is agent suggestions; AI-FAQ for customers directly — 1009; AI thread summary — 1022; auto-tags — 1020. Picture this: instead of 'the agent writes every answer from scratch' — a fast reviewable AI draft with a human at the finish. The base price starts from 45,000 ₽ (depends on content and integration).
Problems we solve
- Agents write every answer from scratch — slow.
- Answers to the same thing vary in quality and wording.
- New agents find it hard to answer correctly fast.
- You want to speed up support without losing quality.
What's included in the AI-suggested-replies service
- Implementing AI-suggested replies based on your knowledge base
- Mandatory agent review/editing (not auto-send)
- Reliance on verified content (against hallucinations)
- Accounting for tone/context (rewrite in emotional/complex cases)
- Honest boundaries (an assistant not autopilot; AI errs; not a replacement for a human)
- A link with the knowledge base (1010), AI-FAQ (1009), helpdesk (1006)
- A suggestion-content maintenance plan
- Handover and review with you
What you get
- Agents answer routine things faster
- More consistent answers (with human review)
- New agents find it easier to answer correctly
- Honest boundaries (a draft with review; AI errs; quality on the agent)
How the work goes: steps
- We assess the knowledge base/history as a suggestion source
- We implement suggestions with mandatory agent review
- We set up content reliance, honestly set boundaries with you
Why PDV Expert
- Fixed price and timeline — no surprises on the invoice.
- Report and recommendations in plain language — clear without a technical background.
- In touch at every step and answering questions about the result.
FAQ
Can AI suggestions be sent to customers automatically?
No, honestly, and this is fundamental: an AI suggestion is a draft for the AGENT, not an auto-reply. The model may produce a wrong, outdated or irrelevant answer (hallucinations), miss the tone. The agent must review, edit if needed and only then send — responsibility for the final answer is on the human. Blind auto-send is dangerous, and we do not do it.
Will AI suggestions replace agents?
No, honestly: they speed up agents on routine things but do not cut support to zero. People are still needed as a filter (review the suggestion), for complex, emotional and sensitive cases and for the human tone. AI does not always sense the specific customer's context. It is an accelerator with a human at the finish, not a 'robot instead of agents' — we honestly separate this.
Will suggestions always be correct?
No, honestly: like any LLM, an AI suggestion may confidently phrase a wrong or fabricated answer, especially if the knowledge base is weak. So suggestions rely on your verified content, and the agent remains the reviewer. Suggestion quality depends on source-content quality (garbage in — weak suggestions). We honestly build in review rather than promise 'always correct'.
About the provider
The «AI-suggested-replies» service is provided by PDV Expert — a team specialising in «Customer retention». We work under contract and deliver a written report with recommendations.