Website
📌 Project Brief: Web platform for analyzing conversations for potential success in relationships
🎯 Project Goal
To create a web service that allows the user to:
Register and log in.
Upload a dialogue (text file, screenshots, integration with messengers).
Receive an automatic analysis of the conversation focusing on honesty, interest, and the likelihood of relationship development.
(Optionally) Receive recommendations/tips for improving communication.
🔑 Key Modules
1. Registration and Authorization
Email + password (minimum).
Login via Google/Facebook/Telegram (OAuth).
Email verification.
Password recovery option.
2. User Personal Account
Profile viewing.
Management of uploaded dialogues.
Privacy settings (data deletion, analysis prohibition, etc.).
History of past analyses.
3. Uploading Conversations
Formats:
TXT/CSV (chat copy).
PDF (dialogue export).
Photo/screenshot (in the future — OCR for text recognition).
Integrations (via API):
Telegram (Bot API).
WhatsApp (via WhatsApp Business API).
Messenger/Viber (optionally, later).
4. Conversation Analysis (core system)
Text processing: NLP (Natural Language Processing).
Analysis functions:
Determining the emotional tone of messages (positive/negative/neutral).
Identifying signs of interest (message frequency, initiative, open questions).
Patterns of lying and manipulation (inconsistencies, abrupt topic changes, evasiveness).
Forecasting relationship success (rating 0–100% based on key criteria).
Tips: what to improve in communication style.
5. Analysis Results
Brief summary (for example: "Interest is high, honesty is average, relationship forecast: 65%").
Detailed report:
Table with key indicators.
Graphs (emotions over time, activity of the interlocutor).
Option to download the result in PDF.
6. Admin Panel
User management.
Viewing upload logs.
Setting limits (for example, free plan — 3 analyses per month).
Monetization (subscription plans, payment for extended analysis).
🛠️ Technical Implementation
Frontend:
React + TailwindCSS (user-friendly UI, rapid development).
Authorization via JWT.
Backend:
Python (Django/FastAPI).
NLP models (for example, spaCy, transformers, OpenAI API).
Database: PostgreSQL.
Integrations:
Telegram Bot API (automatic chat uploads).
WhatsApp Business API (via third-party services).
File Storage:
AWS S3 / Google Cloud Storage.
Data encryption (GDPR-style, privacy protection).
📊
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Hello, I am ready to develop quickly and with quality. I would like to discuss all the details in person. I am waiting!
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Hello.
I have extensive experience in web development using FastAPI + Next/React.
I am ready to offer a good price and terms of cooperation.
Write to me, and we will discuss.
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📌Hello.👋
⭐️My name is Andrey.
⭐️My work experience: 12 years+
• ➡️I can show works specifically in website development
• 🎨Portfolio:Freelancehunt
• ✅Work rating on Behance (over 500,000 views)
• 💼More works here:Dribbble
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Good day!
The project is interesting and promising — it is essentially a SaaS platform with an AI core and text analytics.
I am a full-stack developer with over 3 years of experience. I work with React / Next.js, NestJS / Express, and also have experience integrating AI APIs (OpenAI), text processing, building SaaS architecture with authorization, roles, payments, and admin panels.
I can implement:
registration / OAuth / JWT authorization
… a personal account with analysis history
uploading TXT / PDF / file storage (S3 / GCS)
integration with Telegram Bot API
AI analysis through OpenAI or NLP models
generation of structured reports + graphs
admin panel with limits and monetization
I would suggest building the system as a scalable SaaS with a clear separation:
Frontend (React) + Backend API + AI service.
I can start immediately.
I am ready to discuss the architecture, implementation stages, and budget.
Examples of my work:
https://hashtech.dev/,
https://rentalviv.com/
https://similiastudio.com/en
https://izigram.com/,
https://bondaruk.vercel.app/
https://fasqon.vercel.app/,
https://yoga-olive-omega.vercel.app/
I will provide more cases in messages.
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656 9 0 Good evening, Mykola!
In general, the task is clear, but for an accurate response regarding the deadlines and price, I would like to clarify some questions that arose after analyzing your task.
Please write in private messages — we will discuss the details and your wishes.
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3714 17 0 Hello!
I have experience in developing MVP services on Django with a focus on data analysis, integration, privacy, and scalability. For this project, I can build a complete pipeline: registration → uploading dialogues (files/API) reports + PDF → admin panel. I work with AI/NLP (sentiment, patterns, scoring), messenger integrations, and secure data storage (GDPR-style).
Proposed stack: Django + DRF (or FastAPI), PostgreSQL, React + TailwindCSS, NLP (spaCy / transformers / OpenAI API), JWT/OAuth, Telegram Bot API, WhatsApp Business API (through a provider), AWS S3/GCS, Redis + Celery, Docker, Django Admin.
I am ready to discuss the project details in person and promptly start working; further support and development are possible.
Sincerely, Andriy
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445 3 0 Ready for new challenges and collaboration! My many years of experience in software development began back in 2015, and since then I have gained deep knowledge by working on various projects for international companies and local businesses.
Technologies:
PHP (Laravel, Yii1/2, Symfony), JavaScript (ReactJs, Angular, VueJs/Nuxt, NodeJS), MySQL, Postgres, AWS, Docker.
I provide continuous technical support and have experience working with global film studios and media companies such as Disney and Paramount, which confirms the high level of my expertise.
My skills allow me to create and maintain various solutions — from online stores, landing pages, and CRM/ERP systems to analytical platforms and business process automation systems. Additionally, I have been involved in the implementation of artificial intelligence and cutting-edge technologies to create innovative products and future business development.
My works:
… https://guidetoiceland.is/
https://adsmanager.paramount.com/
https://www.disneycampaignmanager.com/
https://brillday.com/
https://nextel.cloud/
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164 Hello.
The task is clear: a web platform for analyzing conversations with a focus on privacy, practical utility, and a real MVP, not a "demo toy."
I have experience in developing AI-oriented web services: from architecture and backend logic to integrating NLP/LLM and user interface. I understand how to build a functioning system step by step from the described technical specifications, starting with the core analysis.
Here’s how I see the implementation:
Backend (Django / FastAPI):
…
registration, authorization (JWT, OAuth);
user and dialogue management;
API for file uploads (TXT / PDF, later — OCR);
conversation analysis module (NLP + metrics);
data storage with privacy considerations (GDPR approach).
Analytical core:
basic NLP pipeline (emotions, activity, initiative);
heuristics of interest and communication patterns;
aggregated score (0–100%) with breakdown;
recommendations as a separate layer of logic (not "magic," but rules + model).
Frontend (React + Tailwind):
simple and clean interface;
personal account;
visual presentation of results (tables, graphs);
report export (PDF).
Integrations and scaling:
Telegram Bot API — as the first real data source;
architecture with a provision for WhatsApp / other sources;
subscriptions and limits through the admin panel.
Approach to work:
first MVP with real value, without overload;
clear separation of logic so the project can be developed;
attention to privacy and data protection;
direct contact with the developer, without managerial "filter."
I am ready to:
clarify priorities (what is included in the first version);
propose a phased implementation plan;
estimate timelines and budget after a brief discussion.
If you need a developer who understands both the product and architecture, as well as AI limitations, I would be happy to get involved.
Rate 30 currency units/hour.
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429 2 0 I will create a web service for analyzing conversations with a success prediction for relationships.
Functions: registration, chat uploads, NLP analysis, graphs, PDF reports.
Admin panel: user management, limits, monetization.
Stack: React + Tailwind, Python (Django/FastAPI), PostgreSQL, integrations with Telegram/WhatsApp.
I am ready to take on and create a complete MVP.
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1506 6 0 Good day!
I am interested in your project and I am ready to take on its execution. I have extensive experience in developing similar CRM systems and admin panels - I am happy to help.
And here are the works I am NOT ASHAMED OF -
1) Admin panels and CRM system modules -Behance
2) Telegram bot for registering new students + built-in admin panel
Behance
…
3) Development of an extension for Outlook:Behance
Open to communication and discussion of details.
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751 6 0 Ready to implement a turnkey web platform for message analysis (full-stack).
I take on the entire development cycle:
— frontend: React + TailwindCSS (registration/login, personal account, uploading dialogues, analysis screens, graphs, PDF reports, mobile responsiveness);
— backend: Python (FastAPI / Django), REST API, JWT/OAuth, file handling;
— NLP core: analysis of emotional tone, interest, manipulation patterns, and relationship development forecasting (spaCy / transformers / API);
— integrations: Telegram Bot API, preparation for WhatsApp Business API;
— database: PostgreSQL, analysis history;
— data security and privacy (encryption, data deletion, GDPR approach);
… — admin panel, limits, subscriptions, and monetization.
I work for results, the code is not template-based, phased payment is possible.
I am ready for long-term project development and scaling of the MVP.
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130 Hello. I have reviewed the technical specifications — the task is clear and logical: a web platform for analyzing correspondence with a focus on engagement, emotional dynamics, and an overall forecast of relationship development, with an emphasis on data privacy and scalability.
I have experience in developing services with a complete chain: registration/authentication, file uploads, text processing, analytics, and presenting results in a user-friendly format. I understand that the key complexity of the project is not the interface, but the correct architecture for analysis and data interpretation without pseudoscientific promises.
I can take on the full development cycle:
— frontend in React + Tailwind
— backend in Python (FastAPI / Django)
— integrations (Telegram Bot API, OAuth, file storage)
— NLP processing (sentiment, behavioral patterns, aggregated metrics)
… — admin panel, limits, basic monetization
I specifically consider privacy issues: isolation of user data, encryption, the ability to completely delete analysis history. I build analytics as a probabilistic model and behavioral assessment, without claims of "exactly determining lies."
I am ready to discuss:
the scope of the MVP (what formats and integrations in the first version),
the depth of analysis at the start,
the monetization model and limitations of the free plan.
After this, I will be able to propose the architecture, implementation stages, timelines, and a reasonable budget without inflation.
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266 Hello! Your project is the perfect combination of business logic and modern AI technologies. I specialize in development using Python (Django/FastAPI) and already have experience creating complex web services for process automation.
Why I am confident that I can handle this task:
Experience with web platforms: I have already developed and launched my own web service for automating accounting and document generation. This has taught me how to build a reliable architecture, work with databases (PostgreSQL), and ensure user data security.
Working with NLP: I have an understanding of how to integrate OpenAI API or libraries like Transformers for text sentiment analysis and behavior pattern detection.
Integrations: Working with the Telegram Bot API and processing text arrays (TXT/PDF) is my daily practice.
…
My approach to your project:
Using FastAPI for high-speed request processing for analysis.
React + TailwindCSS to create a modern and "light" interface (similar to your references).
Building a clear dialogue validation system to ensure the analysis is as accurate as possible.
I am ready to discuss the algorithms for assessing honesty and interest in detail. I can start developing the prototype (authorization + basic upload) in the coming days. I look forward to collaborating!
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242 Hello!
I can fully implement your web platform for analyzing conversations using React (frontend) + Ruby on Rails (backend/admin panel). I have extensive experience with OpenAI integrations (setting up prompts and integrations).
Stack:
Frontend: React + TailwindCSS — dashboard, file uploads (TXT/PDF/screens with OCR), graphics, PDF export.
Backend: Ruby on Rails — authorization (JWT, OAuth Google/FB/Telegram), PostgreSQL, OpenAI API for NLP.
Admin panel: User management, logs, limits + OpenAI temperature (for convenient management) + prompt editor (admin changes/tests prompts in real-time with example responses).
Budget after agreeing on functionality.
… I am ready to discuss the details!
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322 Hello!
I can help with the development of a web platform for analyzing conversations. To launch the project quickly and without unnecessary costs, I suggest moving step by step — first creating a strong MVP, and then scaling.
I see the implementation as follows:
First, we create a basic system:
— user registration and authorization
— personal account with analysis history
… — ability to upload conversations in TXT/CSV/PDF format
Next — the main logic of the analysis:
— determining the emotional background (positive / neutral / negative)
— assessing interest (initiative, message frequency, questions)
— detecting possible manipulations or inconsistencies
— forming an overall forecast (in percentages)
— recommendations on how to improve communication
The user receives the result in two formats:
a short summary
a detailed report with metrics and graphs
the ability to download a PDF
Integrations with Telegram or WhatsApp can be added in the second stage, to first test demand through simple file uploads.
Technically, this is implemented as a web platform with a modern UI, backend on Python, and AI integration (OpenAI API) for text analysis. User data is stored securely with the option for complete deletion.
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5235 29 1 1 Hello!
I have experience in developing complex systems in Python (FastAPI/Django) with the integration of neural networks for text processing.
I am interested in the project and ready to discuss the details of the architecture and propose optimal solutions.
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322 Good day! The task is clear, I have extensive experience working with Django/FastAPI, as well as integrating AI models into products. Message me privately, we will discuss the details and the implementation plan.
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2147 33 0 Good day Mykola, I have experience with all the listed technologies (except WhatsApp Business API), it will be interesting to work.
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296 Good day. I am interested in your project. I can implement it. Write to me in private.
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3142 11 0 Good day!
I have extensive experience working with AI and creating platforms.
I develop in Python.
Write to me - we will discuss the details.
I am ready to provide a full development cycle.
I will provide examples of projects in private.
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265 Good day!
I have experience in developing full-stack web applications using React + TailwindCSS (frontend) and Python (FastAPI/Django) + PostgreSQL with JWT authentication, personal accounts, an admin panel, and integrations with external APIs/messengers. I have also worked on NLP tasks (sentiment analysis, classification, dialogue analytics) based on models like transformers / OpenAI API, so the described core for analyzing conversations (emotions, interest, scoring assessments) seems quite feasible.
I am ready to take on the development of the MVP version of the service: registration/authentication, personal account with dialogue management, uploading conversations in different formats, a basic analysis module providing a clear report, and an admin panel (limits, tariffs, user control). I suggest discussing the details in private messages: priority features for the first version, required level of analysis accuracy, desired stack (FastAPI or Django), and monetization plans - after that, I can propose a phased work plan and an estimate of timelines/budget.
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3450 10 0 Hello.
The technical specification is clear: a web service for analyzing conversations based on NLP with chat uploads and relationship forecasting.
Experience:
• Django / FastAPI, PostgreSQL, JWT;
• text analysis: sentiment, engagement, pattern detection;
• integrations with Telegram Bot API, file uploads (TXT / PDF / images → OCR);
• reports, graphs, PDF;
• admin panel, limits, subscriptions, privacy (GDPR approach).
…
I do:
• server-side analysis, scalable architecture;
• core for replacing/upgrading models (spaCy / transformers / API);
• clean MVP with monetization potential.
MVP:
• timeline: 3 weeks
The code and data belong to the client.
I am ready to further develop the product.
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1074 5 0 Hello, I am ready to take on the work. The price will be 23,000 UAH. Write to me, I will be happy to cooperate.
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654 2 0 My name is Alexander, I am a full-stack developer with experience in SaaS services and AI integrations. Together with an ML engineer, we are working on the MVP of a web platform for analyzing conversations.
📌 Our approach:
Frontend: React + TailwindCSS — authorization, personal account, analysis history, uploading conversations.
Backend: Node.js/NestJS or Python FastAPI, PostgreSQL/Prisma, S3/GCS for files.
AI/NLP: emotion analysis, activity metrics, relationship development forecasting (0–100), user recommendations. The ML engineer configures modules through OpenAI API, transformers, spaCy.
…
Optimization of server costs: AI processing will be organized through optimal services and queues, with result caching and batch processing to minimize resource usage and cloud costs.
Results: brief conclusions, tables, graphs, PDF export.
Admin panel: users, logs, limits, basic monetization capabilities.
✔ Why our solution: clean, scalable architecture, readiness for SaaS, professional-level AI analysis, role distribution between frontend/backend and NLP part, with cost control for infrastructure.
💼 Rate: $18/hour, sprints with regular demos and progress tracking.
Ready to discuss details and start the MVP.
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302 Hello! I have reviewed the technical specifications for creating a web platform for analyzing correspondence and assessing the potential for relationship development. The project is clear and technically feasible. I have experience in developing web services using Python (Django/FastAPI), working with databases, authorization, API integrations, and text analysis using NLP and AI tools. I am ready to implement the project turnkey or in stages, with a focus on quality, data security, and scalability. I work responsibly and am available throughout the entire process. I am ready to discuss the details and propose the optimal solution to meet your requirements.
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1546 7 0 1 Good day.
Our team has many years of experience in developing ERP, CRM, CMS, and specialized software for businesses. We create effective digital solutions that help automate processes, increase productivity, and scale companies.
We work with modern technologies — from bots and scripts to AI agents and analytical systems. We develop websites of varying complexity. In our portfolio, we have implemented ERP solutions for the hotel business, as well as for companies engaged in the import and sale of goods, and our own product XFitness — an ERP system created specifically for fitness clubs.
We are ready to implement your project and offer the best solution tailored to your needs.
Our portfolio:Freelancehunt
We specialize in the following areas:
… - Development of ERP Systems
- Development of CRM Systems
- Development of Websites of any complexity
- Development of CMS Systems
- Support for Websites
- Development of OpenCart
- Support for OpenCart
- Modification of OpenCart
- Refinement of OpenCart
- Development of WordPress
- Support for WordPress
- Modification of WordPress
- Refinement of WordPress
- Development of ECommerce
- Support for ECommerce
- Modification of ECommerce
- Refinement of ECommerce
- Development of Web Applications
- Support for 1C Servers
- Support for Web Servers
- Development of mobile applications
- Data parsing
- Development of bots
- Development of AI agents
and on the following technologies:
- Python
- PHP
- Laravel
- Symfony
- Yii2
- JS
- NodeJS
- jQuery
- TypeScript
- MySQL
- HTML
- CSS
- Vue
- Nuxt.js
- React
- React Native
- C++
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10130 117 0 Hello.
I am a NodeJS developer. I am ready to take on the task. Write to me, we will discuss.
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94026 1265 1 10 Hello. I have extensive experience with Next.js/Tailwind + FastAPI and Nest.js. I can implement both the frontend part and the backend. Do you have a ready design for the frontend or perhaps a ready template you would like to choose?
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2029 17 2 Good day, Nikolai.
I will help with the development of the project for analyzing correspondence.
I will take care of everything regarding the technical implementation.
In a personal conversation, I will explain how the development will be structured, what the stages are, the technical specifications, and everything else.
I will also tell you how much such development will cost and which services will need to be paid for.
… I suggest discussing all questions in private messages.
Thank you, have a good day.
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15075 32 0 1 Good day!
My name is Valentin, and I represent Arctic Web Agency. We are a team of experienced web developers who specialize in creating modern and effective web solutions for businesses. I can provide examples of our similar work in personal messages. We are ready to take your project to work!
Sincerely,
Arctic Web Team
Freelancehunt
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