ChatScout for Telegram
Ask on Telegram, get sourced answers in minutes
Trusted by
Sources-only policy; responses cite URLs. Uses GPT-4o mini for synthesis and DeepSeek R1 for intent—no hallucinated references
Success Story
Klarna deployed an AI assistant that handled 2.3M chats, cut handling time 11→2 min, and matched CSAT—example of similar AI assistant tech
Integrates with
Problem
Teams waste time switching tools to research simple questions. Results are scattered across tabs, unsourced, and hard to reuse—slowing everyday decisions and causing re-work
Solution
ChatScout centralizes ad-hoc research in Telegram: clarify intent, search the live web, and deliver a clean, cited summary with links and action notes—ready to share or file
Result
Faster answers, fewer context switches, reusable summaries with citations, and clearer next steps for decisions
Use Cases
ChatScout for Telegram lets teams research on the go. Users message a question to the bot; the agent reformulates the query for precision, searches the live web via SerpAPI, and composes a concise answer with citations and links. It enforces a “sources-only” policy—no speculation—so results are traceable and reusable for notes, briefs, or decisions. The workflow uses DeepSeek R1 to understand intent and context across turns, GPT-4o mini to synthesize findings, and strict formatting to deliver readable bullets, highlights, and next steps. Typical use cases include product comparisons, vendor vetting, tech stack checks, and quick due-diligence notes directly in Telegram chats
Integrations
Connect to your existing tools seamlessly
Technology Stack
Automation
Automation
Infrastructure
Implementation Timeline
Bot Setup & Credentials
~1 dayConfigure the Telegram bot, connect API keys for OpenAI, DeepSeek, and SerpAPI. Test webhook functionality and secure environment variables
Prompt Tuning & Sourcing Rules
~1–2 daysTune prompts for accurate query reformulation and enforce the “sources-only” policy. Calibrate citation accuracy and ensure factual output consistency
Output Template Design
~1 dayDefine a structured answer format including bullets, links, confidence flags, and next-step recommendations. Test readability directly in Telegram
Admin Controls Setup
~1 dayImplement admin tools such as rate limits, whitelisted domains, and user access controls to ensure secure and compliant usage
QA & Refinement
~2 daysTest with real user queries. Validate citation reliability, latency, and response clarity. Adjust thresholds for confidence and web-source accuracy
Rollout & Monitoring
~2–3 daysDeploy to production with monitoring dashboards, analytics, and audit logs. Ensure stable performance and continuous improvement tracking
Support Included
Setup checklist, prompt pack, governance guide (citations, disclaimers), run-book for rate limits
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