You will get AI Prompt Audit & Optimization that cuts LLM costs 60% and boosts accuracy
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Top Rated

Project details
Is your AI chatbot giving inconsistent answers, costing too much in API calls, or ignoring instructions? The problem is almost always the prompt.
I audit and optimize system prompts for LLM-based chatbots, AI agents, and assistants. I find what's broken — repetitions, filler, missing structure, no output format — and deliver a clean, modular prompt that works.
What you get:
• Color-coded audit of your current prompt (repetitions, fluff, gaps)
• Optimized prompt with sections: ROLE, TONE, KNOWLEDGE BASE, FLOWS, OUTPUT FORMAT
• Before/After metrics: token count, cost savings, repetition removal
• Documentation for your dev team
Typical results:
• 60-70% token reduction (= direct API cost savings)
• 100% repetition removal
• Structured output for stable, predictable responses
• Modular architecture, easy to update
Industries: SaaS, HealthTech, FinTech, E-commerce, EdTech.
LLMs: GPT-4, Claude, Gemini, DeepSeek, Llama, Mistral.
Send me your prompt or describe your use case — I'll show you how to make it better.
I audit and optimize system prompts for LLM-based chatbots, AI agents, and assistants. I find what's broken — repetitions, filler, missing structure, no output format — and deliver a clean, modular prompt that works.
What you get:
• Color-coded audit of your current prompt (repetitions, fluff, gaps)
• Optimized prompt with sections: ROLE, TONE, KNOWLEDGE BASE, FLOWS, OUTPUT FORMAT
• Before/After metrics: token count, cost savings, repetition removal
• Documentation for your dev team
Typical results:
• 60-70% token reduction (= direct API cost savings)
• 100% repetition removal
• Structured output for stable, predictable responses
• Modular architecture, easy to update
Industries: SaaS, HealthTech, FinTech, E-commerce, EdTech.
LLMs: GPT-4, Claude, Gemini, DeepSeek, Llama, Mistral.
Send me your prompt or describe your use case — I'll show you how to make it better.
AI Algorithms
Large Language Model, Transformer ModelAI Applications
AI Chatbot, AI Content Creation, Conversational AI, Natural Language Generation, Natural Language Understanding, Sentiment AnalysisAI Development Language
PythonAI Tools
Azure OpenAI, Hugging Face, StreamlitAI Models
ChatGPT, DALL-E, GPT-3, GPT-4, LaMDA, Midjourney AI, WhisperWhat's included
| Service Tiers |
Starter
$290
|
Standard
$790
|
Advanced
$2,500
|
|---|---|---|---|
| Delivery Time | 3 days | 7 days | 14 days |
Number of Revisions | 1 | 2 | 2 |
AI Model Integration | - | ||
Batch Normalization | - | - | - |
Database Integration | - | - | - |
Detailed Code Comments | - | - | - |
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | - | - |
Model Documentation | - | ||
Model Monitoring | - | - | |
Model Testing & Optimization | - | - | - |
Model Tuning | - | - | - |
Natural Language Processing | - | ||
NLP Tokenization | - | - | |
Pre-Training | - | - | - |
Prompt Engineering | |||
Setup File | - | - | - |
Source Code | - | - | - |
Frequently asked questions
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Stylianos P.
Apr 10, 2026
help set up Scrum project management
We brought Veronika in to help us get our project management under control and she delivered. We had tasks scattered across multiple tools with no single source of truth, and the team had no clear process for prioritisation or capacity planning. Veronika consolidated everything into one unified backlog, introduced sprint ceremonies that actually worked for a small team, and helped us develop a hybrid approach inspired by the Scrum framework that fit our reality. She's practical, structured, and good at keeping people accountable without being overbearing. She also collaborated well with our technical team on building a dashboard to visualise our backlog and progress. If you need someone to bring order to a messy project management situation, Veronika is a solid choice.
ML
Michael L.
Feb 18, 2025
Business Transition Project Manager
Very motivated and organized project manager
AH
Alex H.
Apr 23, 2024
ASANA Project Mangement Template
Excellent skills, added a lot of value on the internal work performed for us. We will be looking to bring her in to support on larger scale projects if we win them as well. Very skilled PM.
JS
Jonathan S.
Sep 24, 2023
Help me Prioritize Projects - Resources Needed - Establish Timelines
A full of life positive freelancer and human being. A pleasure to work with Veronika.
RP
Rohit P.
Sep 24, 2023
Basic editing/design work
GREAT WORK! Will hire again!
About Veronika
Project Manager | 12+ Years | PMP, PSM I | Agile & E-commerce Expert
100%
Job Success
Bedford, United Kingdom - 2:29 pm local time
🎯 Full-cycle PM: Team coordination, budget oversight, end-to-end delivery
🛒 E-commerce Specialist: Amazon integration, multi-platform management, marketplace optimization
📊 Expert in: Risk Mitigation, Market Insights, Process Optimization
🏆 MY EXPERIENCE & ACHIEVEMENTS
With over a decade of experience, I've partnered with clients across finance, technology, e-commerce, and government sectors.
Key Projects:
→ E-commerce Platforms: Full-cycle development with inventory management, multi-vendor capabilities, and automated order processing
→ Amazon Integration: API connections, automated inventory sync, order fulfillment, and real-time analytics
→ Creator Platforms: Payment processing, content management, and monetization features
→ Smart City Projects: Digital transformation on a national scale
→ Enterprise-level Management: Budgets over $500,000 with high client satisfaction
💬 CLIENT REVIEWS
Ilona Vasylevska, Business Systems Analyst @ Sense Bank:
⭐⭐⭐⭐⭐ "Veronika stands out among Project Managers with her passion, dedication, and focus on results. Thanks to her, our projects ran smoothly and on schedule."
Yehor Havryliuk, Java Software Developer @ OTP Bank, Ukraine:
⭐⭐⭐⭐⭐ "Veronika is a shining example of a skilled and experienced Project Manager. Talented, passionate, and consistently goal-oriented."
Hanna Klimushka, Technical Project and Program Manager @ WestLink:
⭐⭐⭐⭐⭐ "Veronika's attention to detail and strategic thinking are outstanding. Her leadership and project management skills make her an invaluable asset to any team."
📌 TYPES OF WORK & RESULTS FOR CLIENTS
E-commerce & Platform Development
Online stores, marketplaces, Creator platforms | Amazon, Shopify, WooCommerce integration
Project Development & Implementation
Timely, innovative solutions tailored to business objectives
Team Building & Leadership
High-performing teams for effective project execution
Budget & Financial Management
Budgets over $500,000 for cost-effective outcomes
Process Improvement & Agile
Scrum/Kanban for efficient workflows (Jira, MS Project, Zoho Projects)
Risk Management & Market Analysis
Strategic risk assessments and market insights
📈 CLIENT RESULTS
✔️ 35% revenue growth through e-commerce optimization
✔️ Faster time-to-market with quicker product launches
✔️ 25% cost reduction through automation
✔️ 60% less manual work with Amazon integration
✔️ Enhanced profitability with data-driven strategies
✔️ Smart City projects improved urban services and digitalization on a national scale
🛠️ CLIENT INTERACTION PROCESS
1. Needs & Requirements Discussion
Identify goals, project scope, and desired results
2. Project Planning & Strategy
Develop roadmap with timelines, resources, and budgets
3. Project Launch & Team Formation
Build team, set processes, maintain transparent communication
4. Execution & Quality Control
Monitor progress, ensure quality, resolve issues promptly
5. Completion & Results Analysis
Deliver product, review outcomes, provide post-project support
🚀 Let's Collaborate!
Looking for an experienced Project Manager specializing in E-commerce and Amazon integration? Click 'INVITE' to start our partnership!
Best regards,
Veronika Korsunova
Keywords:
Project Manager, Agile Project Manager, E-commerce Project Manager, Amazon Integration Specialist, Marketplace Manager, Scrum Master, Product Manager, Technical Project Manager, Digital Project Manager, IT Project Manager, Shopify Expert, WooCommerce Manager, Fintech Project Manager, Senior Project Manager, Delivery Manager, Portfolio Manager, Product Owner, Risk Manager, Platform Integration Manager, Creator Platform Manager, MS Project, Zoho Projects, Jira Expert, Agile Delivery Manager, Project Coordinator, Project Administrator, Agile Coach, Project Planner, Project Analyst, Project Lead, Project Director, Project Management Specialist, Project Consultant, Project Supervisor, Project Scheduler, Operations Project Manager, Project Support Specialist, Change Manager, Project Control Analyst, Agile Specialist, Project Implementation Manager, Business Project Manager, Project Delivery Specialist, Lean Project Manager, Project Management Advisor, Technical Program Manager, Strategic Project Manager, Agile Delivery Lead, Resource Manager, Process Improvement Specialist, Transition Manager, Infrastructure Project Manager, Project Development Manager, Service Delivery Manager, Project Services Manager, Scrum Project Manager, Systems Project Manager, API Integration, Payment Gateway Integration, Logistics Integration, Multi-vendor Marketplace, SaaS Project Manager, Remote Team Manager, ROI Optimization, Revenue Growth, Digital Transformation, Inventory Management, Order Fulfillment, E-commerce Optimization, eBay Integration, Etsy Manager, Magento Expert, BigCommerce, Salesforce Commerce, PMP Certified, PSM Certified
Steps for completing your project
After purchasing the project, send requirements so Veronika can start the project.
Delivery time starts when Veronika receives requirements from you.
Veronika works on your project following the steps below.
Revisions may occur after the delivery date.
Prompt Audit
Analyze your current prompt and deliver a color-coded problem report: repetitions (red), filler/fluff (yellow), missing structure (gray), no output format (orange). You'll see exactly what's broken and why.
Prompt Optimization
Deliver restructured prompt with named sections (ROLE, TONE, KNOWLEDGE BASE, FLOWS, OUTPUT FORMAT) plus Before/After metrics table showing token reduction, cost savings, and repetition removal.



