

Project scope
Categories
Data analysis Data modelling Machine learning Artificial intelligence Data scienceSkills
requirements analysis natural language processing (nlp) workflow automation news analysis technical documentation automation large language modeling python (programming language)Develop a News-Driven Campaign Strategy:
Leverage automation, natural language processing (NLP), and predictive analytics to monitor real-time news trends. This strategy aims to generate actionable insights for outreach opportunities that align with emerging industry news and trends.
Optimize AI-Driven Outreach Campaigns:
Integrate advanced campaign tools with external data sources to automate workflows. Analyze campaign performance using statistical and machine learning techniques to enhance response rates and conversion, ensuring campaigns are both efficient and data-driven.
Requirement Analysis & Project Proposal
- Tasks: Define scope, success metrics, and key data sources.
- Deliverable: Project proposal outlining objectives and approach.
Data Collection & Analysis
- Tasks: Gather, clean, and analyze news and external datasets via RSS data feeds.
- Deliverable: Cleaned dataset pipeline with an insights report.
NLP Model Pipeline for News Monitoring
- Tasks: Develop an NLP model pipeline (or prompt injection into LLM API such as groq/openai) to summarize (extract) key insights from news articles for use in campaign development. We will provide an LLM access token for experimentation.
- Deliverable: Working NLP model pipeline with documentation.
Generative Campaign
- Tasks: Build a generative model with an LLM API to generate a personalized outreach campaign using a prompt containing (1) our customer prospect data such as industry, country, their website text, (2) our services data (from our website), and (3) news information from the milestone "NLP Model Pipeline for News Monitoring". We will provide an LLM access token for experimentation.
- Deliverable: Predictive analytics report with model performance.
Here's an example of an email that this generative pipeline might produce for Lemay.ai (supplier) reaching out to Metallurgical Inc (prospect):
Subject: AI-Powered Process Optimization for Metallurgical Inc
Hi [First Name],
I came across Metallurgical Inc. and was impressed by your innovations in [mention a recent achievement or project from their website/news]. Given the complexity of metallurgical processes, I wanted to introduce you to how AI-driven predictive analytics can optimize operations and improve yield.
At Lemay.ai, we specialize in applying AI to industrial challenges, helping companies like yours:
✅ Enhance quality control with real-time defect detection
✅ Optimize production parameters for improved efficiency
✅ Predict equipment failures before they cause downtime
We recently developed an NLP-powered news monitoring pipeline, allowing companies to track global industry trends, supply chain risks, and emerging technologies in real-time—potentially valuable for your market positioning.
Would love to explore how this could fit into Metallurgical Inc.'s strategy. Are you available for a quick chat this week?
Looking forward to your thoughts.
Best,
[Your Name]
CTO, Lemay.ai
[Your Email]
[Your LinkedIn]
[Lemay.ai Website]
Integration & Automation
- Tasks: Connect models with campaign tools, automate workflows, and create a monitoring dashboard.
- Deliverable: Functional prototype with an interactive dashboard.
Final Presentation & Documentation
- Tasks: Present findings and compile technical documentation.
- Deliverable: Final presentation and comprehensive project report.
Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.
Sharing knowledge in specific technical skills, techniques, methodologies required for the project.
Direct involvement in project tasks, offering guidance, and demonstrating techniques.
Providing access to necessary tools, software, and resources required for project completion.
Scheduled check-ins to discuss progress, address challenges, and provide feedback.
About the company
Lemay.ai is an AI consulting firm that helps businesses design, develop, and deploy machine learning solutions to solve complex problems. We specialize in AI strategy, custom model development, and system integration, working across industries like finance, defense, and healthcare. Our team combines deep technical expertise with practical business insights to deliver scalable, high-impact AI solutions.