Giper AI Agents Ecosystem
Next-Generation Automation
10 types of intelligent agents that work 24/7, make decisions, and free your team from routine
What are AI Agents?
And why they are more effective than ordinary automation
What are AI Agents? AI agents are programs that don't just perform pre-written actions (like scripts or Zapier) but make decisions based on context. They analyze data, understand intentions, predict results, and act autonomously.
Imagine: ordinary automation is a traffic light. It switches by timer or sensor. An AI agent is a traffic controller who sees the situation as a whole, evaluates priorities, and makes the optimal decision at the current moment.
Why agents are more effective than Zapier and Make.com?
- Contextual Understanding: The agent reads the entire dialogue, understands the tone and intentions, rather than just triggering on a keyword
- Adaptability: The agent learns from your data and improves its work. Zapier just repeats the same thing
- Confidentiality: Local LLMs on your servers. Data doesn't go to OpenAI, Google, Microsoft
- Complex Logic: The agent can make decisions with many conditions that would turn into hundreds of branches in Zapier
The Giper ecosystem includes more than 10 types of agents covering all aspects of business: from communicating with clients to analyzing team effectiveness. All agents work on your infrastructure, use local AI models, and are integrated with each other through a single database.
5 Agent Types in Giper Ecosystem
Each type solves its own class of tasks
Trigger Agents
Track events in systems and launch actions when conditions are met
Analytical Agents
Process data, find patterns, generate insights
Communication Agents
Interact with clients, answer questions, qualify leads
Synchronization Agents
Connect different systems, synchronize data between services
Intelligent Agents
Make decisions based on context, learn from data
And many others
Agents can be combined, creating multi-agent systems to solve complex business processes
10 Key Agents of the Ecosystem
Detailed description of each agent with usage examples
Sales Funnel Synchronization Agent
SynchronizationTracks changes in GiperCRM and Chatwoot, automatically syncs deal and chat statuses.
Triggers
- →Deal stage change in CRM
- →New incoming message
- →Chat category change
Actions
- ✓Moves chat to appropriate category
- ✓Updates lead card in GiperCRM
- ✓Adds trigger event notes
- ✓Sends notification to responsible manager
Smart Notification Agent
CommunicationSends contextual notifications focusing on recipient workload.
Triggers
- →New task assignment
- →Approaching deadline
- →Priority change
- →Mention in topic
Actions
- ✓Analyzes schedule and current load
- ✓Determines optimal notification time
- ✓Sends contextual message in Zulip
- ✓Drops event in calendar for important deadlines
- ✓Escalates to manager on overdue
Important Data Capture Agent
AnalyticalExtracts structured data from unstructured text like meetings and chats.
Triggers
- →New Chatwoot message
- →Comment in GiperTASK
- →Zulip stream message
- →Meeting recording
Actions
- ✓Uses NER to find dates, money, contacts
- ✓Applies LLM to extract intentions and plans
- ✓Validates extracted data
- ✓Creates structured records in CRM
- ✓Spawns tasks with deadlines in GiperTASK
Automatic Project Creation Agent
TriggerBuilds an entire GiperTASK project upon Deal stage change.
Triggers
- →Deal moved to 'Project Started'
- →Contract signed
- →Prepayment received
Actions
- ✓Analyzes deal card: budget, dates, team, features
- ✓Spawns GiperTASK project with real deadlines
- ✓Bootstraps templates (kick-off, scope, dev, QA, delivery)
- ✓Spawns a Zulip channel to discuss
- ✓Invites team to channel
- ✓Sets up Nextcloud folder for docs
- ✓Broadcasts a welcome message with all platform links
Meeting Transcription Agent (Giper Secretary)
IntelligentTransforms audio meetings into actionable steps.
Triggers
- →Video conference ends
- →Audio uploaded
- →Transcribe intent
Actions
- ✓Speaker Diarization recognizes talkers
- ✓Whisper model transcribes
- ✓LLM analyzes tasks, decisions, deadlines
- ✓Formulates action plan
- ✓Sends plan to executive on Zulip
- ✓Automatically performs actions once approved (creates tasks, docs, CRM updates)
Document Generation Agent
IntelligentCreates quotes, contracts, and invoices.
Triggers
- →Doc generation intent
- →Deal moved to 'Contract'
- →Action plan from Secretary
Actions
- ✓Loads templates from library
- ✓Injects data from GiperCRM
- ✓Applies special discount conditions
- ✓Generates properly formatted PDF
- ✓Saves into Nextcloud Storage
- ✓Attaches to project in CRM
- ✓Sens notifications to managers
Deadline Control Agent
TriggerTracks approaching target dates intelligently.
Triggers
- →3 days to deadline
- →1 day to deadline
- →0 days (today)
- →Overdue
Actions
- ✓Sends 3-day notice to assignee
- ✓Re-notifies 1 day before with High priority
- ✓Notifies with CRITICAL today
- ✓Escalates to manager if overdue
- ✓Suggests deadline change requests
- ✓Collects analytics for KPI graphs
Team Efficiency Analysis Agent
AnalyticalAggregates metrics and generates visual intelligence reports.
Triggers
- →Weekly, Monday 9AM
- →On demand
- →On project closure
Actions
- ✓Collects time metrics from GiperTASK
- ✓Analyzes GiperCRM funnel metrics
- ✓Evaluates Chatwoot resolutions
- ✓Scores performance per employee
- ✓Generates automated Grafana Dashboards
- ✓Compiles PDF summary with insights
- ✓Distributes securely to executives
Chatwoot Auto-Responder
CommunicationSolves 80% of customer routine inquiries directly via Chatwoot.
Triggers
- →New chat
- →Client asks direct question
Actions
- ✓Classifies intent (Pricing, Status, Bug, Features)
- ✓Searches local vector knowledgebase (RAG)
- ✓Generates highly tailored LLM response
- ✓Sends immediately if Confidence > 90%
- ✓Passes to human contextually if Confidence < 90%
- ✓Learns from managers' corrections for the future
Client Data Enrichment Agent
AnalyticalResearches your clients and auto-populates CRM with deep metrics.
Triggers
- →New lead generated
- →Company detected in chat
- →Enrichment tag
Actions
- ✓Extracts company name from inputs
- ✓Cross-references public corporate databases
- ✓Web scrapes company websites for data via LLM
- ✓Determines Revenue, Employee count, Contact keys
- ✓Finds true decision makers (Target Leads)
- ✓Re-updates CRM securely behind the scenes
- ✓Adds tags by industry and company size
Comparison with Competitors
Zapier, Make.com, n8n vs Giper Ecosystem
Zapier
- +Simple interface
- +Many integrations
- +Fast start
- −Expensive ($20-$600/mo)
- −Action limitations
- −No AI agents
- −Data locked in cloud
- −No custom logic
Make.com (Integromat)
- +Visual workflow builder
- +Flexible logic
- +More affordable
- −High learning curve
- −Cloud-hosted data
- −Limited complex capacity
- −No built in AI
n8n standalone
- +Open-source
- +Self-hosted
- +Total control
- +Free for self-hosting
- −Requires pure coding
- −DevOps required
- −No ready-made agents
- −No support
Giper Ecosystem
- +Pre-configured AI
- +Ready integrations out of box
- +Local private LLMs
- +Fully customizable
- +24/7 Support
- +Training included
- −High Entry Enterprise Cost
- −Takes 3-6mo to roll out
- −Best for 50+ staff
Real Implementation Cases
5 companies already using Giper agents
Consulting
25 staff
15 hours of meetings weekly, 40% tasks lost
Giper Secretary + Sync Agents + Project Builders
E-commerce
80 staff
Manual processing, struggling support team
Responder AI + Order Syncer + Notification Agent
Manufacturing
400 staff
Deadlines bleeding constantly
Deadline Controller + Efficiency Analytics
IT Software
120 staff
Communications chaotic, reporting manual
AutoResponder + Doc Generator + CRM Sync
Education
60 staff
Manual groups and notification delays
Smart Notifications + Data Capture
Frequently Asked Questions
Answers to 10 popular questions about AI agents
Q1:Can we build our own custom AI agents?
Yes! The core Giper ecosystem utilizes n8n drag-and-drop visuals. We supply base templates that you can fork, or we build custom implementations using JS/Python logic directly.
Q2:How do agents protect our data sovereignty?
All components run on bare-metal or private VPS infrastructure. Utilizing Llama 3 local LLMs. No sensitive information queries ping ChatGPT or OpenAI. Full end-to-end data lockdown.
Q3:What is the recurring cost for the agents?
Agents are baked organically into the core GiperONE monthly upkeep (which covers infrastructure hosting, updates, DevOps support, and model inference).
Q4:Can I disable agents for specific groups?
Absolutely. You can branch internal access constraints or define specific operating boundaries inside n8n or GiperTEAM (e.g. Sales bot only acts during active business hours).
Q5:How does the system dynamically learn?
Via RAG Vector injection, plus continuous RLHF feedback loops where humans thumbs-up or thumbs-down outcomes. We also frequently re-index core company knowledge into the Chroma store.
Q6:What happens if an AI agent makes a severe mistake?
Logs are rigidly tracked in Loki. Workflows are designed to sandbox execution paths requiring human approvals for critical mutations (like wire transfers or contract execution).
Q7:Can this link to my legacy software?
n8n boasts 400+ turnkey hooks, but we develop raw API REST or GraphQL wrappers for legacy mainframes or internal ERPs such as SAP / 1C upon consultation.
Q8:Do I need developers permanently?
No. The system is delivered turnkey. You will manipulate workflows visually for day-to-day tuning. For architectural additions, our monthly retainer provides unlimited minor revisions.
Q9:What is the implementation timeline?
A simple base layer takes roughly 2 to 4 weeks. Deep contextual fine-tuned integrations take closer to 3 to 6 months. A phased rollout allows for zero disruption of present company velocity.
Q10:Is there a sandbox or trial?
For qualified enterprise accounts, we provide a 2-week deep process audit with limited sandbox staging of prototypes so your team can tangibly measure efficiency before capital commitments.
Integration with Giper Products
An AI ecosystem where all agents interact with each other
GiperTEAM
Management of organizational structure, roles, and access rights for employees and AI
Assistentus
AI Assistant - coordinator of all agents in the ecosystem
Giper Secretary
Meeting transcription and action automation agent
Giper Manager
Document generation agent (contracts, proposals, acts)
Giper Analytics
Data analysis and report building agents
Giper Support
Automatic customer technical support agents