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AI Integrations & Telegram Bots
We build deterministic AI systems that remove manual bottlenecks — grounded in your data, guarded by typed tool schemas, and cost-controlled.
OPERATING PROBLEMManual repetitive workflows, support backlog, or ungrounded AI experiments.
PROOF ARTIFACTAgent topology + typed tool schema + cost/latency benchmark matrix.
NEXT DECISIONIdentify the single highest-leverage workflow with measurable ROI.
THE ZIRKI POSITION
BOUNDED INTELLIGENCE
Every line of code, prompt pipeline, and security control is engineered and tested by our senior core team.
WHAT THE WORK PRODUCES
Visible technical progress, not vague capacity.
The output should be a system, a validated risk decision, and a team that can explain what happens next.
Enterprise Telegram bot platforms with multi-tenant storefronts
Structured LLM agent orchestration with tool-calling guardrails
Document ingestion, OCR, and semantic retrieval (RAG)
Server-side AI proxying with caching and rate limiting
Automated order dispatch, invoicing, and receipt validation
Human-in-the-loop exception handling workflows
ENGAGEMENT SHAPE
Start narrow. Prove the path. Expand with confidence.
01Workflow Mapping
Isolate manual touchpoints, input schemas, and expected decision outcomes.
02Model & Tool Schema
Construct typed function schemas, prompt constraints, and verification fallbacks.
03Production Deployment
Deploy server-side pipelines with token tracking and automated failovers.
READY WHEN YOU ARE
Scope an engagement