100+ USE CASES

Practical AI Agents for Your Business

Choose a category and discover how DROID+ can optimize your business processes using out-of-the-box configurations.

Lead Qualification Agent
Goal: Automatic first contact with new leads via website chat or messengers. Qualifies budget, timeline, and needs, then routes hot leads to managers.
Integration: CRM REST API (HubSpot/Zoho), MCP server for Google Sheets.
MCP / REST Conversation memory (retains conversation context for several days); SinapticAI PII detection (automatically masks client contacts before sending to LLM).
B2B Sales Researcher
Goal: Researching a prospect's profile before a call. Gathers information about the company, its news, tech stack, and decision-makers.
Integration: MCP Tavily Search / Exa, LinkedIn Scraper REST API.
MCP / REST Context composer (aggregates data from search engines and internal CRM into a single system prompt); Dynamic prompts.
Proposal & Quote Generator
Goal: Fast generation of custom commercial proposals and quotes based on incoming customer requirements.
Integration: Google Docs / PandaDoc REST API, ERP REST API.
MCP / REST Dynamic prompts (templated proposal structure); Intent verification (verifies financial limits and discounts before final document generation).
Follow-up Sequence Agent
Goal: Automatically guiding clients through the sales funnel after the first meeting using non-intrusive reminders and valuable content.
Integration: Gmail/Outlook MCP, CRM Webhooks.
MCP / REST Sequential pipelines (sequential analysis of deal stage and sending the corresponding trigger); Conversation memory.
Call Transcript Analyst
Goal: Analyzing recordings of sales calls or Zoom meetings. Highlights client objections, agreed action items, and evaluates manager performance against a checklist.
Integration: Fireflies.ai / Zoom REST API, Notion MCP.
MCP / REST Cost tracking per agent (controls token consumption when processing large amounts of audio-to-text data); Structured JSON logging.
Custom Pricing Agent
Goal: Calculating custom pricing for wholesale customers based on profit margins, order volume, and purchase history.
Integration: ERP / 1C / Odoo REST API.
MCP / REST Supervised mode (requests manager approval via Slack/Teams if discount exceeds the limit); Intent verification.
Churn Reactivation Agent
Goal: Re-engaging customers who stopped ordering. Creates and sends customized offers based on the reason for churn.
Integration: CRM REST API, Klaviyo/Mailchimp MCP.
MCP / REST Parallel execution (simultaneously processes thousands of profiles for segmentation); Conversation memory.
Tender Bid Assistant
Goal: Scanning public and commercial procurement platforms, assessing company eligibility for tender requirements, and drafting the initial bid.
Integration: Public procurement REST API, Google Drive MCP.
MCP / REST SinapticAI NER layer (extracts penalties, deadlines, and critical requirements from multi-page documents).
Cross-sell/Up-sell Advisor
Goal: Recommending additional products or services during a deal based on the analysis of successful cases of similar clients.
Integration: CRM API, SQL Database MCP.
MCP / REST Low latency response (<50ms thanks to optimized Go engine); Context composer.
Competitor Price Watchdog
Goal: Daily monitoring of competitor price lists and promotional offers with recommendations for adjusting own prices.
Integration: Web Scraping API, Slack Webhook.
MCP / REST Structured JSON logging (for logging price changes); Dynamic prompts.
Content Calendar Planner
Goal: Creating a monthly publication schedule for the blog, social media, and newsletters based on current trends, seasons, and business goals.
Integration: Airtable/Notion MCP, Google Trends API.
MCP / REST Context composer (combines brand book data and past successful posts into a single context).
Social Media Copywriter
Goal: Creating posts for Instagram, Facebook, Telegram, and LinkedIn in the unique Tone of Voice of the brand, with hashtag selection and visual ideas.
Integration: Buffer/Later REST API.
MCP / REST Conversation memory (retains style and history of previous publications); A/B testing (testing different copywriting options).
SEO Content Optimizer
Goal: Analyzing finished articles for compliance with search engine requirements, verifying keyword density, readability, and generating meta tags (title, description).
Integration: Google Search Console REST API, SEMrush API.
MCP / REST Dynamic prompts (templates for checking specific search engine requirements).
Email Sequence Designer
Goal: Developing trigger email campaigns for different customer segments (welcome emails, educational digests, product updates).
Integration: Mailchimp/Klaviyo MCP.
MCP / REST Sequential pipelines (automatic distribution and generation of the next email based on the user's reaction to the previous one).
PR Pitch Writer
Goal: Transforming company news or product launches into press releases for media and personalized pitches for journalists.
Integration: Hunter.io REST API, Google Drive MCP.
MCP / REST SinapticAI PII tokenization (protects internal company contact details during external communication).
Brand Sentiment Watchdog
Goal: Around-the-clock scanning of brand mentions in news and social media. Analyzes sentiment and instantly notifies of potential PR crises.
Integration: Twitter/Reddit API, Brand24 REST API, Telegram Webhook.
MCP / REST Sequential pipelines (routing critical negative sentiment to a de-escalation agent); Structured JSON logging.
Ad Creative Ideator
Goal: Generating advertising concepts, banner copy, and scripts for short videos (Reels/TikTok) for specific target audiences.
Integration: Meta Ads API, Pinterest API.
MCP / REST Parallel execution (simultaneous generation of options for different placements and audience segments).
Marketing Localizer
Goal: Adapting marketing materials to the cultural characteristics and slang of different regions/countries (transcreation instead of literal translation).
Integration: Translation REST API (DeepL/Custom).
MCP / REST Context composer (using glossaries and local market guidelines).
Marketing Campaign Performance Analyst
Goal: Gathering metrics from advertising accounts, calculating Customer Acquisition Cost (CAC), Return on Marketing Investment (ROMI), and automatic report generation.
Integration: Google Analytics MCP, Meta Ads / Google Ads API.
MCP / REST Cost tracking per agent; Structured JSON logging.
Influencer Outreach Assistant
Goal: Searching for micro-influencers in key topics, verifying their audience for fake followers, and sending collaboration offers.
Integration: Instagram/TikTok Scraping API, Gmail MCP.
MCP / REST Conversation memory (tracking negotiation statuses with each blogger).
Size & Fit Advisor
Goal: Helping online clothing and footwear store shoppers select the correct size and fit based on body parameters and preferences.
Integration: Shopify/WooCommerce REST API.
MCP / REST Conversation memory (saving buyer measurements for future visits); Low latency response.
Product Catalog Architect
Goal: Fast creation of SEO-optimized descriptions, meta tags, and specifications for products based on photos or raw vendor data.
Integration: PIM system API, Shopify REST API.
MCP / REST Dynamic prompts (templates for description structures adapted to marketplace standards like Amazon, Rozetka, etc.).
Cart Recovery Specialist
Goal: Automatically communicating with customers who left items in their cart, offering help, answering questions, or providing a temporary discount.
Integration: Shopify/Stripe Webhooks, WhatsApp Business API.
MCP / REST Conversation memory; SinapticAI intent verification (controls discount coupon issuance).
Dynamic Pricing Engine
Goal: Automatic adjustment of product prices based on demand, inventory levels, seasonality, and competitor behavior.
Integration: ERP / Inventory Database MCP, Competitor Scraping API.
MCP / REST Intent verification (strict limit on the minimum sale price to preserve profit margins); Structured JSON logging.
Review Sentiment Aggregator
Goal: Collecting reviews from the website and external marketplaces, identifying recurring complaints about quality or delivery, and drafting responses.
Integration: Trustpilot/Amazon API, Google Business Profile API.
MCP / REST Structured JSON logging; Parallel execution (processes large numbers of reviews daily).
E-commerce Merchandising Planner
Goal: Analyzing buying behavior and generating recommendations for placing products in "Frequently bought together," "Popular products," and on banners.
Integration: Google Analytics / Shopify REST API.
MCP / REST Context composer (merging click and sales analytics for decision-making).
Return & Refund Coordinator
Goal: Processing return or exchange requests. Verifies deadlines, generates shipping labels, and registers returns in the warehouse.
Integration: Courier APIs (Nova Poshta/DHL), CRM REST API.
MCP / REST Supervised mode (final approval of refunds is carried out by a financial manager); Intent verification.
Stock Replenishment Agent
Goal: Forecasting product shortages in the warehouse based on sales dynamics and automatically creating purchase orders for suppliers.
Integration: 1C/Odoo REST API, SQL Database MCP.
MCP / REST Sequential pipelines (forecast → check available budget → draft order generation).
Voice Order Assistant
Goal: Ordering via voice or text messages in messengers with payment gateway integration.
Integration: Telegram/WhatsApp API, Stripe/LiqPay REST API.
MCP / REST SinapticAI PII tokenization (tokenizes payment info and shipping addresses); Low latency.
Loyalty Program Personalization Bot
Goal: Analyzing customer bonus balances, notifying them of upcoming point expirations, and preparing personalized recommendations for spending them.
Integration: Loyalty System REST API, Viber/WhatsApp API.
MCP / REST Conversation memory; Dynamic prompts.
FAQ & L1 Support Agent
Goal: Instant answers to 80% of standard customer inquiries (delivery status, refunds, opening hours) 24/7.
Integration: Zendesk/Intercom REST API, CRM API.
MCP / REST Graceful degradation (in case of an unusual request or system failure, the dialog is instantly routed to a human agent); Low latency.
Customer Onboarding Buddy
Goal: Step-by-step assistance to customers in setting up complex products or services (e.g., connecting a payment gateway or software).
Integration: Jira Service Desk, Confluence MCP.
MCP / REST Conversation memory (remembers where the user stopped); Context composer.
Ticket Classifier & Router
Goal: Automatically analyzing incoming tickets by sentiment, urgency, and language for instant routing to the correct support team.
Integration: HelpDesk REST API (Freshdesk/Zendesk).
MCP / REST Structured JSON logging (recording ticket categories for analytics); High throughput.
Real-time Chat Translator
Goal: Providing real-time two-way translation of messages between foreign customers and local support agents.
Integration: DeepL / Google Translate API.
MCP / REST Low latency check (<2ms for security verification); High performance.
SLA Watchdog
Goal: Tracking first response and resolution times. Warns the team in advance of approaching SLA breaches and drafts reassurance messages to customers.
Integration: CRM/HelpDesk Webhooks.
MCP / REST Sequential pipelines (delay trigger → check status → automatic communication).
Feedback & CSAT Collector
Goal: Automatically surveying customers after resolving their issues, collecting detailed complaints for low ratings, and routing them to the support manager.
Integration: Typeform REST API, Slack Webhook.
MCP / REST Conversation memory (remembers context of the previous complaint); Structured JSON logging.
Knowledge Base Architect
Goal: Analyzing closed complex support dialogs, structuring the solution, and automatically drafting new articles for the internal knowledge base.
Integration: Notion/Confluence MCP, Zendesk Guide API.
MCP / REST Context composer; Intent verification (verifying text quality before saving).
Retention Alert System
Goal: Identifying SaaS users or regular customers with declining activity and automatically sending offers to prevent churn.
Integration: Amplitude/PostHog MCP, Email API.
MCP / REST Parallel execution; Conversation memory.
Appointment Booking Bot
Goal: Automatically booking appointments or consultations in messengers based on the real-time schedules of specialists.
Integration: Calendly / Altegio / YClients API.
MCP / REST Conversation memory (remembers the customer's favorite specialist/doctor); PII tokenization.
Conflict Resolution Specialist
Goal: Communicating with dissatisfied customers using psychological de-escalation scripts, identifying the core complaint, and selecting compensation options.
Integration: CRM API, Slack Webhook.
MCP / REST SinapticAI intent verification (prevents unauthorized issuance of free services or large discounts).
Delivery Routing Optimizer
Goal: Calculating optimal routes for couriers based on order addresses, delivery windows, traffic density, and truck capacity.
Integration: Google Maps Routes API, ERP REST API.
MCP / REST Parallel execution (simultaneous calculation of dozens of routes); Context composer.
Shipment Tracker Bot
Goal: Real-time monitoring of cargo shipment statuses with automatic notifications to managers and customers about deviations from the schedule.
Integration: Courier APIs (DHL/UPS/FedEx), Telegram API.
MCP / REST Webhook events (instant reaction to delivery status updates).
Inventory Audit Specialist
Goal: Analyzing inventory reports, detecting discrepancies between physical stock and accounting system data, and preparing write-off documents.
Integration: 1C/Odoo REST API, Excel MCP.
MCP / REST Structured JSON logging; Sequential pipelines.
Supplier Background Checker
Goal: Automatic dossier collection on potential suppliers: checking for court cases, tax debts, and online reviews.
Integration: YouControl/OpenSanctions API, Tavily MCP.
MCP / REST Context composer; Dynamic prompts.
Office Supply Auto-Buyer
Goal: Monitoring office supplies (coffee, paper, water) and automatically assembling a purchase cart when a minimum threshold is reached.
Integration: Partner store REST APIs, Slack API.
MCP / REST Intent verification (checks department budget limits before purchase); Supervised mode.
Production Scheduler
Goal: Drawing up an optimal schedule for production equipment operations and staff shifts based on the order queue and raw material availability.
Integration: ERP System API, SQL Database MCP.
MCP / REST Context composer (combines data on available staff, raw materials, and orders).
Utility Bill Auditor
Goal: Monitoring utility bills at commercial SME locations, detecting abnormal water/electricity consumption, and searching for billing errors.
Integration: Smart meter APIs, Google Sheets MCP.
MCP / REST Parallel execution; Structured JSON logging.
Visual Packaging QA
Goal: Analyzing photos of packages ready for shipment to detect packaging damage, address labels, and correct taping.
Integration: Custom Photo Upload API, Slack Webhook.
MCP / REST REST API tools (sends images to Vision LLM); Low latency.
Fleet Maintenance Planner
Goal: Tracking corporate vehicle mileage, planning scheduled maintenance, insurance renewals, and monitoring fuel usage limits.
Integration: GPS Tracking API (Wialon/Custom), ERP.
MCP / REST Sequential pipelines (mileage threshold reached → create service request → book time in driver's calendar).
Visitor Gate Coordinator
Goal: Automatically issuing visitor passes for customers or contractors to the office or warehouse, sending directions and maps.
Integration: Access Control System (ACS) API, Telegram API.
MCP / REST SinapticAI PII tokenization (secure masking of visitor passport numbers and vehicle registration plates).
Bias-Free Resume Screener
Goal: Initial analysis of candidate resumes for compliance with job requirements, automatically removing gender, age, and photos to prevent bias.
Integration: ATS API (Hurma/Loxo), Google Drive MCP.
MCP / REST SinapticAI PII tokenization (profile anonymization); Context composer.
Interview Scheduling Assistant
Goal: Scheduling convenient times for technical and HR interviews between candidate and interviewers without back-and-forth emails.
Integration: ATS API, Google Calendar / Outlook API.
MCP / REST Conversation memory (remembers schedule preferences and constraints of both parties).
Recruiting Chatbot
Goal: Conducting short text surveys with candidates in messengers to clarify key details (salary expectations, experience, start date).
Integration: Telegram/WhatsApp API, ATS REST API.
MCP / REST SinapticAI NER layer (extracts salary expectation values, skills, and experience from text responses).
New Hire Onboarding Buddy
Goal: Guiding new employees during their first weeks: issuing tasks, linking required documents, reminding about meetings, and gathering feedback.
Integration: Slack/Teams MCP, Notion MCP.
MCP / REST Sequential pipelines (step-by-step progress tracking of the onboarding plan); Conversation memory.
Employee Pulse & eNPS Bot
Goal: Conducting weekly short anonymous employee surveys, analyzing burnout levels, and preparing summary reports for management.
Integration: Slack/Viber API, Google Sheets MCP.
MCP / REST Structured JSON logging; PII tokenization (guarantees complete anonymity of responses for the team).
L&D Advisor
Goal: Analyzing individual employee development plans (PDP) and automatically selecting relevant courses, webinars, and books from the corporate library.
Integration: LMS (Learning Management System) API, Notion MCP.
MCP / REST Context composer; Persistent memory.
Job Description Architect
Goal: Creating attractive job descriptions based on brief notes from the hiring manager, aligned with the company culture.
Integration: ATS API, Notion.
MCP / REST Dynamic prompts (uses job structure templates).
Leave Request Bot
Goal: Receiving and processing leave and sick notes in chat, automatically verifying available balance, and launching the approval workflow.
Integration: BambooHR / Hurma API, Slack Webhook.
MCP / REST Supervised mode (instantly sends requests to managers for approval); Intent verification.
Internal Wiki Assistant
Goal: Providing quick answers to employees about internal company rules (dress code, lunch compensation, parking rules, expense reports).
Integration: Confluence/Notion MCP.
MCP / REST Context composer (searches the company's internal knowledge base).
Employee Offboarding Coordinator
Goal: Managing the employee exit process: tracking equipment return, disabling corporate accounts, and coordinating the exit interview.
Integration: Jira Service Desk, Google Admin API.
MCP / REST Intent verification (automatically revokes access rights across a list of systems).
Invoice Verification Agent
Goal: Verifying incoming invoices for compliance with signed agreements and specifications, detecting duplicates, and identifying suspicious billing details.
Integration: 1C/Xero API, Google Drive MCP.
MCP / REST SinapticAI NER layer (extracts amounts, bank details, and legal names for reconciliation).
Debt Collector Bot
Goal: Monitoring payment deadlines for invoices and automatically sending reminders to clients in case of overdue payments.
Integration: QuickBooks / Xero API, Gmail MCP.
MCP / REST Conversation memory (remembers client promises regarding payments); Sequential pipelines.
Cash Flow Forecaster
Goal: Analyzing bank transactions, forecasting future expenses and revenues, and warning management about potential cash flow gaps.
Integration: Plaid API / ERP API.
MCP / REST Parallel execution (simultaneous analysis of data from multiple accounts); Structured JSON logging.
Expense Report Auditor
Goal: Checking employee business expense reports. Recognizes receipts from photos and compares expenses with the company's travel policy limits.
Integration: Expensify API, Slack Webhook.
MCP / REST Supervised mode (requires CFO approval in case of limit violations).
COGS Analyst
Goal: Calculating full product cost of goods sold (COGS) considering logistics, customs fees, and overhead expenses.
Integration: ERP / SQL Database MCP.
MCP / REST Structured JSON logging; Context composer.
Procurement Auditor
Goal: Collecting commercial offers from raw material or equipment suppliers, comparing prices, payment terms, and delivery times in a single table.
Integration: Google Sheets MCP, Email API.
MCP / REST Context composer (compiles unstructured PDFs into a structured comparative matrix).
Tax Compliance Assistant
Goal: Monitoring tax return filing and payment deadlines for individual entrepreneurs and companies, automatically collecting source documents for the accountant.
Integration: 1C API, Google Calendar.
MCP / REST Sequential pipelines (date monitoring → document collection from folders → sending via email).
Credit Risk Assessor
Goal: Assessing the financial status of new clients requesting deferred payment terms (trade credit).
Integration: Public registers API, CRM.
MCP / REST Tavily MCP (collects court decisions and mentions of financial issues in media).
SaaS Spend Auditor
Goal: Monitoring corporate subscriptions, identifying duplicate licenses (e.g., Zoom and Teams for the same user), and unused services.
Integration: Stripe Billing API, Google Workspace API.
MCP / REST Parallel execution; Structured JSON logging.
Budget Guard Agent
Goal: Checking all procurement requests in the company for compliance with the approved budget of the respective department before payment.
Integration: ERP System REST API.
MCP / REST Intent verification (blocks payment if the amount exceeds the limit).
Contract Risk Analyzer
Goal: Fast checking of incoming contracts (leases, supply, services) for risks, unfavorable clauses, penalties, and deviations from company templates.
Integration: Google Drive / Dropbox MCP.
MCP / REST SinapticAI NER layer (identifies force majeure, liability limits, and termination clauses in contracts).
Contract Draft Builder
Goal: Generating NDA templates, service agreements, or employment contracts based on a brief questionnaire completed by the manager.
Integration: DocuSign/SignNow REST API.
MCP / REST Dynamic prompts (templates legal phrasing depending on the residency of the parties).
Contract Expiry Monitor
Goal: Tracking the expiration dates of signed contracts, powers of attorney, licenses, and company certificates, with notifications 30/60 days prior.
Integration: CRM/ERP API, Slack Webhook.
MCP / REST Sequential pipelines (expiry → automatic request for renewal offer from partner).
GDPR Audit Agent
Goal: Auditing the company website, data collection forms, and marketing emails for compliance with GDPR and personal data protection laws.
Integration: Web Scraping API.
MCP / REST DLP (Data Loss Prevention) rules (controls that personal data is not shared with third-party services without consent).
Trademark Watchdog
Goal: Verifying new product names, slogans, and company brands in trademark registries before registration or launching advertising campaigns.
Integration: Trademark offices API / WIPO API.
MCP / REST Exa MCP (searches for similar brands online).
Ad Compliance Reviewer
Goal: Automatically checking ad creatives and ad copy for compliance with advertising laws (prohibition of direct comparisons, misleading claims, etc.).
Integration: Meta Ads API.
MCP / REST SinapticAI intent verification (identifies potentially risky phrasing).
Access Provisioner
Goal: Fast creation of corporate accounts for new employees in Google Workspace, Slack, Jira, and other systems according to their role.
Integration: Google Admin API, Slack API, Jira API.
MCP / REST Supervised mode (requires admin approval before account creation); Intent verification.
Cloud Security Configuration Auditor
Goal: Periodic scanning of cloud infrastructure settings (AWS, GCP, DigitalOcean, Hetzner) for open ports, missing MFA, or expired access keys.
Integration: Cloud Console API.
MCP / REST Structured JSON logging (vulnerability reports); High security standards.
Incident Alert Triage Agent
Goal: Processing monitoring alerts about bugs or server downtime, filtering out false alarms, classifying the problem, and generating quick fix recommendations.
Integration: PagerDuty/Datadog API, Slack API.
MCP / REST Graceful degradation (automatically connects backup LLM providers to maintain support uptime).
IT Asset Tracker
Goal: Tracking laptops, software licenses, work phones, and other equipment assigned to specific employees.
Integration: Jira Service Desk Asset Management.
MCP / REST Conversation memory (remembers equipment assignment history); PII tokenization.
Credential Security Auditor
Goal: Monitoring the use of strong passwords by employees and checking corporate email addresses for data leaks in known hacker databases.
Integration: HaveIBeenPwned API, Google Admin API.
MCP / REST SinapticAI PII detection (protects credentials during verification).
API Leak Watchdog
Goal: Scanning company public repositories on GitHub/GitLab for accidentally committed passwords, API keys, or configuration files.
Integration: GitHub API, Slack Webhook.
MCP / REST DLP (Data Loss Prevention) rules (blocks sharing code with secrets outside company borders).
Homework Grading Assistant
Goal: Grading online course student answers against criteria, correcting mistakes, and writing constructive feedback.
Integration: LMS REST API (Moodle/Teachable).
MCP / REST Dynamic prompts (uses detailed grading criteria in the prompt).
Curriculum Builder
Goal: Helping course creators structure curriculum, write tests, and create practice tasks from raw lecture materials.
Integration: Google Docs MCP, LMS REST API.
MCP / REST Context composer; Parallel execution.
Student Tutor Bot
Goal: Round-the-clock answers to student questions based on course materials, hinting at solutions without revealing direct answers.
Integration: LMS API.
MCP / REST Conversation memory (remembers previous student questions); SinapticAI intent verification.
Learning Progress Analyst
Goal: Tracking student activity, identifying those lagging behind or at risk of dropping out, and automatically sending motivational emails.
Integration: LMS REST API, SendGrid API.
MCP / REST Sequential pipelines (attendance analysis → support email creation).
Webinar Co-Host Bot
Goal: Collecting webinar participant questions in real-time chat, grouping them by topic, removing spam, and displaying the most important ones for the speaker.
Integration: Zoom / YouTube Chat API.
MCP / REST Low latency (real-time message processing); Structured JSON logging.
Property Recommendation Agent
Goal: Surveying potential clients about their preferences (budget, district, number of rooms, infrastructure) and matching the best options from the agency database.
Integration: CRM API (Real Estate CRM), Google Drive MCP (floor plans).
MCP / REST Conversation memory; Context composer.
Listing Copywriter
Goal: Generating attractive property descriptions for listing websites based on technical specifications (area, floor, renovation).
Integration: CRM REST API.
MCP / REST Dynamic prompts (templates for rental and sales listings).
Showing Scheduler
Goal: Coordinating appointment times for property viewings between the realtor, buyer, and current property owner.
Integration: Google Calendar / Outlook API.
MCP / REST Conversation memory (remembers realtor's schedule); PII tokenization.
Property Maintenance Coordinator
Goal: Receiving tenant complaints (leaking roof, elevator issues, etc.), determining urgency, and automatically booking a technician.
Integration: PMS (Property Management System) API, Slack Webhook.
MCP / REST Sequential pipelines (complaint → check technician availability → booking visit).
Rent Payment Reminder Bot
Goal: Automatically reminding tenants about rent and utility deadlines, verifying bank statements, and sending receipts.
Integration: Stripe Billing API, Bank API.
MCP / REST Intent verification; PII tokenization.
Medical Scheduler Bot
Goal: Helping patients book appointments with doctors in messengers based on symptoms and specialist schedules.
Integration: Medical CRM API (Medods/YClients).
MCP / REST SinapticAI PII tokenization (protects personal and medical data according to HIPAA/GDPR standards); Low latency.
Pre-visit Medical Historian
Goal: Surveying patients about complaints, symptoms, and medical history before the visit, structuring this information for the doctor.
Integration: EHR (Electronic Health Record) API.
MCP / REST SinapticAI NER layer (extracts medical terms and symptom timelines); Supervised mode (sends output to the doctor for review before saving).
Gym Class Booking Assistant
Goal: Registering clients for group and individual training sessions, reminding them of visits, and tracking membership expirations.
Integration: Fitness CRM API.
MCP / REST Persistent memory; Conversation memory.
Medication Adherence Bot
Goal: Caring reminders to patients about medication schedules post-discharge, recording complaints, and routing urgent symptoms to doctors.
Integration: Patient Portal API, SMS/WhatsApp API.
MCP / REST PII tokenization; Sequential pipelines.
Restaurant Reservation Bot
Goal: Automatically receiving table bookings in messengers based on guest counts, preferences (terrace, high chair), and hall occupancy.
Integration: OpenTable / Poster POS API.
MCP / REST Conversation memory (remembers guest's favorite table); Low latency.
Digital Sommelier Bot
Goal: Recommending dishes and drinks to restaurant guests based on their taste, budget, and allergies in an interactive format (e.g., via QR code).
Integration: POS System REST API.
MCP / REST Dynamic prompts (real-time updates of kitchen stop-lists).
Hotel Guest Concierge Bot
Goal: Serving hotel guests during their stay: room service orders, spa bookings, cleaning requests, or ordering taxis.
Integration: PMS (Property Management System) API.
MCP / REST Low latency response (<50ms); Conversation memory.
Hotel Review Responder
Goal: Automatically generating polite, personalized responses to guest reviews on Booking.com, Google Maps, and TripAdvisor.
Integration: Booking API / Google Business Profile API.
MCP / REST A/B testing (testing different response styles); Structured JSON logging.