AI Solutions for E-Commerce
Pharos Production builds AI-powered e-commerce solutions that drive revenue growth through personalization at scale. From recommendation engines that increase average order value by 15-30% to dynamic pricing systems and demand forecasting models, we deliver AI that converts browsers into buyers and optimizes every step of the customer journey.
- 90+ engineers
- 13+ years in business
- 70+ apps delivered
Aligned with these frameworks. Audit reports and certifications available on request.
What is AI for e-commerce?
Reviewed by Dmytro Nasyrov
Founder and CTO
23+ years in software development. PhD in AI. Led AI projects for e-commerce platforms, marketplaces and D2C brands. aligned with ISO 27001.
Custom AI for e-commerce vs SaaS recommendation platforms
| Factor | Custom AI (Pharos Production) | SaaS Platforms (Algolia, Nosto, Dynamic Yield) |
|---|---|---|
| Personalization depth | Models trained on your full customer journey data | Limited to on-site behavior, no offline data |
| Catalog handling | Custom models for any catalog size (10K to 10M+ SKUs) | Performance degrades above platform limits |
| Revenue attribution | Full A/B testing with revenue attribution per model | Platform-reported metrics, limited transparency |
| Pricing optimization | Custom dynamic pricing with business-specific guardrails | Basic price testing, no real-time optimization |
| Search quality | Semantic search with visual and natural language understanding | Keyword-based with basic synonym matching |
| Integration | Deep integration with your ERP, PIM, warehouse and CRM | Pre-built connectors, limited custom workflows |
| Cost at scale | One-time development + hosting, no per-request fees | Per-request or per-session pricing, costs scale with traffic |
Pharos Production recommends custom AI for e-commerce businesses with 10K+ SKUs, $10M+ annual revenue or complex personalization needs across multiple channels. SaaS platforms work well for smaller stores needing quick recommendation widgets.
How to choose an AI company for e-commerce
Reviews
Independent reviews from Clutch, GoodFirms and Google - verified client feedback on our software projects
Based on 10 verified client reviews
Measurable results
AI for E-Commerce Benchmark 2026
Proprietary research based on AI-powered e-commerce projects delivered by Pharos Production. Dataset covers recommendation engines, dynamic pricing and demand forecasting systems. Methodology (Pharos Verified Delivery): aggregated delivery metrics with A/B test results. Full report available on request.
AI Solutions for E-Commerce trends shaping 2026
Key technology shifts that impact how Pharos Production architects ai solutions for e-commerce software for clients.
Conversational Commerce with AI Agents
AI shopping assistants now handle product discovery, comparison, sizing advice and checkout in natural conversation. Conversion rates for AI-guided sessions are 3-5x higher than self-service browse. Pharos Production builds conversational commerce agents with RAG-powered product knowledge and real-time inventory awareness.
Visual Search and Image-Based Shopping
Customers photograph products they want and AI finds exact or similar items in your catalog. Visual search handles the "I want something like this" intent that text search cannot capture. Pharos Production builds visual search with CLIP-based embeddings that match across colors, styles and categories.
Hyper-Personalization with Real-Time Signals
AI personalizes every element - product recommendations, prices, content, email timing - using real-time behavioral signals. Moving beyond segments to individual-level personalization delivers 5-8x ROI over batch approaches. Pharos Production builds real-time personalization engines processing 100K+ events per second.
AI-Powered Demand Forecasting
ML models predict demand at SKU level by combining sales history, seasonality, promotions, weather and competitor pricing. Accurate forecasting reduces overstock by 20-30% and stockouts by 40-50%. Pharos Production builds multi-signal forecasting models with automated retraining.
Dynamic Pricing Optimization
Real-time pricing algorithms adjust prices based on demand elasticity, competitor prices, inventory levels and customer segments. AI pricing increases margin by 8-12% while maintaining competitive positioning. Pharos Production implements pricing AI with business guardrails and regulatory compliance.
Generative AI for Product Content
LLMs generate product descriptions, SEO content, email copy and ad creative from product attributes and images. This reduces content creation costs by 80% while maintaining brand voice. Pharos Production builds content generation pipelines with brand style enforcement and quality scoring.
- AI for e-commerce drives measurable revenue through personalized recommendations (15-30% AOV lift), dynamic pricing (8-12% margin gain) and demand forecasting (92% accuracy).
- The global AI in retail market is projected to reach $85.07 billion by 2032 at 31.8% CAGR. 79% of top-performing retailers already use AI personalization.
- Custom AI eliminates per-request SaaS fees and enables deep personalization across your full customer journey - online, offline and cross-channel.
- A recommendation engine MVP starts from $40,000-$80,000 and takes 10 weeks. Full AI-powered commerce platforms range from $150,000 to $350,000+.
- Every Pharos Verified Delivery e-commerce AI sprint includes A/B testing, revenue attribution and peak traffic load testing.
- Recommendation engines require minimum 10,000 user interactions before collaborative filtering produces meaningful results. New stores with thin behavioral data must start with content-based approaches.
- Dynamic pricing algorithms need 8-12 weeks of price elasticity data collection before optimization converges. Premature deployment may cause margin erosion or customer trust damage.
- AI personalization accuracy depends on product catalog data quality. Missing attributes, inconsistent categories and sparse product descriptions reduce recommendation relevance by 20-30%.
- Peak traffic scaling (Black Friday, flash sales) requires load testing and pre-provisioned infrastructure. AI inference latency under 10x normal traffic must be validated before seasonal events.
Choose your cooperation model
Feasibility study, prototype on your data and integration roadmap in four to eight weeks.
Full model development, API layer, cloud deployment and MLOps with monitoring.
Multi-model architecture, custom data infrastructure, compliance and hybrid or on-prem delivery.
Prices vary based on project scope, complexity, timeline and requirements. Contact us for a personalized estimate.
Or select the appropriate interaction model
Request staff augmentation
Need extra hands on your software project? Our developers can jump in at any stage – from architecture to auditing – and integrate seamlessly with your team to fill any technical gaps.
Hire dedicated experts
Whether you’re building from scratch or scaling fast, our engineers are ready to step in. You stay in control, and we handle the code.
Outsource your project
From first line to final audit, we handle the entire development process. We will deliver secure, production-ready software, while you can focus on your business.
| Model | Best for | Team setup | Budget range |
|---|---|---|---|
| Staff Augmentation | Existing teams needing extra engineers at any project stage | 1-2 weeks | From $5,000/month |
| Dedicated Team Popular | Long-term projects requiring full ownership and control | 2-4 weeks | From $15,000/month |
| Project Outsourcing | Full-cycle development from idea to production launch | 1-2 weeks | $10,000-$80,000+ |
An approach to the development cycle
-
Team Assembly
Our company starts and assembles an entire project specialists with the perfect blend of skills and experience to start the work.
-
MVP
We’ll design, build, and launch your MVP, ensuring it meets the core requirements of your software solution.
-
Production
We’ll create a complete software solution that is custom-made to meet your exact specifications.
-
Ongoing
Continuous Support
Our company will be right there with you, keeping your software solution running smoothly, fixing issues, and rolling out updates.
Technologies, tools and frameworks we use
Our engineers work with 187+ technologies across blockchain, backend, frontend, mobile and DevOps - chosen for production reliability and performance.
AI and Machine Learning
LLM Providers 8
AI Frameworks 15
Vector Databases 7
MLOps and Infrastructure 11
AI Agent Tools 4
Blockchains
Private and Public Blockchains 33
Cloud Blockchain Solutions 4
DevOps
DevOps Tools 15
Clouds
Clouds 6
Databases
Databases 15
Brokers
Event and Message Brokers 7
Tests
Test Automation Tools 6
UI/UX
UI/UX Design Tools 12
Partnerships & Awards
Recognized on Clutch, GoodFirms and The Manifest for software engineering excellence
FAQ
Quick answers to common questions about custom software development, pricing, process and technology.
Type to filter questions and answers. Use Topic to narrow the list.
Showing all 14
No matches
Try a different keyword, change the topic, or clear filters
-
Pharos Production has been in business since 2013, with over 13 years of experience in custom software development. During this time, we have delivered over 70 applications for 200+ clients across 18 industries, including FinTech, healthcare, crypto and e-commerce. We are rated 5/5 on Clutch based on 73 verified reviews (2026).
-
Pharos Production provides six core service categories: Software Development (mobile apps, web platforms, database design, UI/UX), Blockchain Development (smart contracts, DeFi, tokenization on Ethereum, Solana, TON and other chains), Software Security (code audits, penetration testing, smart contract audits), Software Consulting (architecture design, MVP validation, startup consulting) and Software Testing and QA (manual, automation, performance and regression testing).
-
Pharos Production is headquartered in Las Vegas, Nevada, USA (5348 Vegas Dr, Las Vegas, NV 89108), with an engineering office in Kyiv, Ukraine (44-B Eugene Konovalets Str. Suite 201, Kyiv 01133). We work with clients worldwide and provide remote collaboration across all time zones. Visit our contact page for directions and scheduling options.
-
Pharos Production has a team of 90+ engineers, including software developers, blockchain specialists, QA engineers, DevOps experts, UI/UX designers, project managers and solution architects. Our founder, Dr. Dmytro Nasyrov, holds a PhD in Artificial Intelligence and leads the technical direction of all projects.
-
We serve a wide range of clients, from startups and product companies to mid-sized enterprises and large institutions. Our clients include crypto exchanges, FinTech providers (like Pleenk), healthcare organizations, sportsbook operators (like Pro Gambling), e-commerce platforms and SaaS companies. Pharos Production has worked with 200+ clients across 18 industries since 2013, adapting engagement models to match each client’s stage, whether it is MVP validation for a startup or enterprise-scale development for an established business.
-
A custom software development company is a firm that designs, builds and maintains software tailored to a specific business’s needs, as opposed to off-the-shelf products. Custom software addresses unique workflows, integrations and scalability requirements that generic tools cannot. According to Grand View Research (2024), the global custom software development market is valued at over $35 billion and is projected to grow at a 22.3% CAGR through 2030. Pharos Production is a custom software development company founded in 2013, with a team of 90+ engineers delivering solutions across blockchain, FinTech, healthcare and 15 other industries.
-
Custom software development costs vary based on project scope and complexity. At Pharos Production, typical project ranges are: MVP development ($10,000-$25,000), suitable for startups validating a product idea; full-fledged production ($25,000-$50,000), for established businesses scaling a proven concept; and full-cycle development ($50,000-$80,000+), for complex enterprise-grade systems. These ranges include architecture design, development, QA testing and deployment. Final pricing depends on technology stack, number of integrations and engagement model (staff augmentation, dedicated team or project outsourcing).
-
Development timelines depend on scope and complexity. At Pharos Production, a typical MVP takes 2-4 months, a production-ready application takes 4-8 months and a complex enterprise system can take 8-12+ months. We use an agile methodology with 2-week sprints, delivering working increments after each sprint. Every sprint includes a retrospective, progress report and planning session for the next iteration. This approach ensures transparency and allows businesses to launch faster by prioritizing high-impact features first. Get a timeline estimate for your project.
-
Pharos Production serves 18 industries: Crypto, Web3 and Blockchain (Kimlic, GridTradeX, NextCheck), Sports and Sportsbooks, Casino and Gambling (Gambit Stream, Lucky Bets), FinTech, Healthcare, E-Commerce, Insurance, Energy and Utilities, Education, Telecom, Media and Entertainment, Logistics and Transportation (Taxi Aggregator), Marketing, Banking, Construction and Real Estate, Agriculture and Travel. Our deepest expertise is in FinTech, blockchain and healthcare, where we have delivered compliance-ready platforms (HIPAA, PCI DSS, GDPR) and high-load systems handling thousands of concurrent users. For the latest industry insights, read our guides on FinTech trends in 2026 and the Web3 technology stack.
-
Hiring a software development company offers faster time-to-market, lower upfront costs and access to specialized expertise without long-term employment commitments. According to Deloitte’s 2024 Global Outsourcing Survey, 57% of companies outsource software development to access skills they cannot hire internally.
Factor In-house team Software development company Time to assemble 3-6 months (recruiting + onboarding) 1-2 weeks Upfront cost High (salaries, benefits, equipment) Lower (project-based pricing) Specialized expertise Limited to who you can hire locally Access to 90+ engineers across blockchain, AI, FinTech Scalability Slow (each new hire takes months) Fast (scale up or down per sprint) Long-term commitment Full-time employment contracts Flexible engagement models Risk High if key engineers leave Company ensures continuity and knowledge transfer For businesses that need blockchain, AI or high-load architecture expertise, outsourcing to a specialized firm like Pharos Production reduces risk and accelerates delivery.
-
Pharos Production focuses on mid-to-large custom software projects with budgets starting at $10,000. We do not take on template-based websites, WordPress theme customization, or short-term contracts under one month. We also do not provide non-technical staffing (marketing, sales or design-only roles). Our strongest fit is blockchain, FinTech and healthcare projects where security, compliance and high-load architecture are critical. For smaller projects or MVPs under $10,000, we recommend exploring freelance platforms or no-code tools as a more cost-effective starting point.
-
We use agile with 2-week sprints because it reduces the risk of building features that miss the mark. Each sprint ends with a working demo, a retrospective and a plan for the next iteration.
This means clients see progress every 14 days and can adjust priorities based on real results, not assumptions. According to the Standish Group CHAOS Report (2024), agile projects are 3x more likely to succeed than waterfall projects. We chose this approach after years of experience showing that rigid, fixed-scope contracts lead to scope creep, missed deadlines and products that do not match market needs by launch day.
-
Custom development is not the right choice in every situation. You should not hire a custom software company if: your problem is fully solved by an existing SaaS product (e.g. Shopify for e-commerce, Salesforce for CRM); your budget is under $10,000 and timeline is under 4 weeks; you need a simple landing page or marketing website (WordPress or Webflow is faster and cheaper); or you are still validating the idea and have not spoken to potential users yet.
In these cases, off-the-shelf tools or no-code platforms offer better ROI. Custom development makes sense when you need unique workflows, regulatory compliance, high-load architecture or competitive differentiation that packaged software cannot provide.
-
Here are three anonymized examples from our recent delivery history:
FinTech startup - payment platform (MVP)
Scope: mobile app + backend API with bank-grade encryption. Team: 4 engineers, 1 QA. Timeline: 10 weeks. Budget: $38,000. Result: launched on schedule, processed $2M+ in transactions within the first quarter.Healthcare provider - patient portal (Full product)
Scope: HIPAA-aligned web platform with EHR integration, appointment scheduling and telemedicine. Team: 6 engineers, 1 DevOps, 2 QA. Timeline: 6 months. Budget: $120,000. Result: 15,000+ active patients, zero compliance violations in two annual audits.Crypto exchange - trading engine (Complex)
Scope: high-load matching engine handling 50,000+ orders per second, multi-chain wallet infrastructure on Ethereum and Solana. Team: 8 engineers, 2 QA, 1 security auditor. Timeline: 11 months. Budget: $340,000. Result: 99.97% uptime, passed three independent security audits.See more projects: NoMoreBets, Pulse, Sagas, Gambit Stream and Pleenk. For the full portfolio, visit our case studies. Learn more about the technology behind these projects in our guide to stablecoins and crypto infrastructure.
Build your AI Solutions for E-Commerce platform
90+ engineers ready to deliver your AI Solutions for E-Commerce project on time and within budget
What happens next?
-
Contact us
Contact us today to discuss your project. We’re ready to review your request promptly and guide you on the best next steps for collaboration
Same day -
NDA
We’re committed to keeping your information confidential, so we’ll sign a Non-Disclosure Agreement
1 day -
Plan the Goals
After we chat about your goals and needs, we’ll craft a comprehensive proposal detailing the project scope, team, timeline and budget
3-5 days -
Finalize the Details
Let’s connect on Google Meet to go through the proposal and confirm all the details together!
1-2 days -
Sign the Contract
As soon as the contract is signed, our dedicated team will jump into action on your project!
Same day
Our offices
Headquarters in Las Vegas, Nevada. Engineering office in Kyiv, Ukraine.