Task Definition
Understand what the agent should do — respond, sell, filter. Describe scenarios.
AI Agents for Your Needs — Work Like Three 24/7
We develop AI agents that respond to clients, qualify leads, analyze documents and calls. This site communicates with you through our own agent — the bot in the right block is an example. Timeline from 1-2 weeks.
Claude, GPT-4, GigaChat
Customized to Your Data
Operate 24/7 Without Breaks
Problems We Solve
What We Address
Support Can't Keep Up
Clients wait for hours. Managers are tired of repetitive questions
Leads Go Cold
An inquiry came in — no one responded quickly. The client went to a competitor within an hour
Calls Are Not Analyzed
Hundreds of call recordings — who listens to them? Quality control doesn't scale
Documents Are Read Manually
Lawyers / procurement spend hours reading contracts. Risks are caught post-factum
Content Is Written Slowly
Need articles, posts, descriptions — a copywriter produces 3 a week. Competitors — 30
Manager Can't Respond Everywhere
Telegram, WhatsApp, website chat, Avito, marketplaces — who handles it all?
What's Included
What AI Agent Development Includes
Full cycle from technical specification to launch and training on your data.
Prompt Engineering
System prompt tailored to brand, tone, goals. Knowledge bases, cases, antipatterns — what the bot should and should NOT do.
Data Integration
RAG system: the bot reads your documents, knowledge base, FAQ. Updates without reconfiguration.
Integrations
The bot writes to CRM, responds in Telegram/WhatsApp, updates deals. Triggers notifications.
Injection Protection
Anti-prompt-injection. Rate-limiting. Logs for audit. Personal data protection.
Metrics and Improvement
Dashboard: number of dialogues, lead conversion rate, where the bot failed. Regular updates.
Stages and Timelines
From Specification to Working Bot — in 1-3 Weeks
Exact timelines and costs are calculated after the first stage. No 60-page specifications.
1
1 day
Brief
30-40 minute call. What tasks the bot has, in which channel, what data you already have.
2
1-2 days
Logic Prototype
Simplest working MVP. Test on 10-20 typical scenarios. Show you.
3
5-10 days
Full Assembly
Connect to your data, integrate with CRM/messengers, protection, test on boundary cases.
4
2-3 days
Internal Testing
Client team tests, we fix. Refine tone, add cases, polish.
5
30 days
Further Training
Analyze real dialogues, update prompt. The bot improves every week.
FAQ
Frequently Asked Questions
Which model to choose — Claude or GPT?
Depends on the task. Claude is better for long dialogues and nuanced logic. GPT-4 is a generalist. GigaChat is ideal if you need a Russian cloud without VPN. We'll advise on the call for your case.
How much does it cost to launch an AI agent?
Depends on complexity. A simple qualification bot — from 1-2 weeks of work. A complex AI consultant with RAG and integrations — 3-4 weeks. The technical director will give an exact figure after a short call.
What about hallucinations? What if the bot says nonsense?
We use RAG (the bot responds only based on your documents) and guardrails (filters for forbidden topics). Plus fallback — if the bot is unsure, it hands over to a human. During beta testing, we manually review the first 100 dialogues.
Whose data does the bot process?
Only yours. We do not share with third parties. On request — on on-premise models (without cloud). We ensure compliance with 152-FZ.
Can the bot be integrated into our site?
Yes. A JavaScript widget integrates into any site. The design adapts to your brand. This site runs on our own bot — an example right on the page.
What if the model becomes more expensive or shuts down?
The architecture is switchable — we change the provider in 1 day without redoing the prompt. Currently, we work with 5+ models in parallel.
What AI Agent Will We Build?
Talk to the bot on the page — free, no formalities. It will understand your task in 5 minutes and suggest solutions.
AI consultant
Describe your task — the bot translates it into a solution
Just describe your situation in plain words. The bot will ask clarifying questions. Understands Russian, English and Spanish.
FlowFrame AI · online
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