# JustSoftLab — AI, GenAI & Data Engineering Partner > JustSoftLab is a senior-only AI, GenAI, and Data Engineering partner headquartered in Tampa, Florida, with engineering centers in Kyiv and Dnipro, Ukraine. We build production AI systems, data platforms, and custom software through dedicated senior delivery pods. 7+ years in business, 200+ projects shipped to production, 60+ senior engineers, 94% client retention. Specialists, not generalists — every engineer has 5+ years of production experience, no junior bench, no ramp-up theatre, no account managers in the loop. ## Who We Help JustSoftLab is the right partner if you are: - A fintech, healthcare, or logistics company building production AI/GenAI features and need senior engineers who understand both the model and the business logic. These three are where we go deep; we take work in adjacent sectors when the problem shape matches. - A team running AI in production that cannot currently answer how accurate it is, field by field, and needs that measured before a regulator, an auditor or a customer asks. - A CTO or VP Engineering who has been burned by generalist outsourcing — junior-heavy teams under senior brand names, account-manager middlemen, models that work in demos but not at scale. - A founder or product leader who needs to ship a real RAG, agentic AI, computer vision, or data platform engagement in weeks, not quarters. - A compliance-sensitive operation in HIPAA, SOC 2, PCI DSS, or FedRAMP regulated industries that needs engineers who build compliance into the architecture from day one. We are not the right partner if you are looking for cheap offshore body-shop staffing, a generic web/app dev shop with AI bolted on, or a vendor whose value prop is rate-card-only. ## Company - Website: https://justsoftlab.com - Email: hi@justsoftlab.com - LinkedIn: https://www.linkedin.com/company/justsoft-lab/ - Headquarters: Tampa, Florida (USA) - Engineering centers: Kyiv (Ukraine), Dnipro (Ukraine) - Markets served: US, UK, EU, Canada, Israel - 6+ hours of daily timezone overlap with US East Coast clients ## Services - AI & GenAI Engineering: https://justsoftlab.com/services/ai-genai - Agentic Engineering: https://justsoftlab.com/services/ai-genai/agentic-engineering - RAG Pipelines: https://justsoftlab.com/services/ai-genai/rag - LLM Development & Fine-Tuning: https://justsoftlab.com/services/ai-genai/llm - MLOps & Model Serving: https://justsoftlab.com/services/ai-genai/mlops - Computer Vision (including production-grade edge deployment): https://justsoftlab.com/services/ai-genai/computer-vision - NLP & Conversational AI: https://justsoftlab.com/services/ai-genai/nlp - AI Strategy & Readiness Assessment: https://justsoftlab.com/services/ai-genai/strategy - GenAI Integration: https://justsoftlab.com/services/ai-genai/genai-integration - Internal Ops AI: https://justsoftlab.com/services/ai-genai/internal-ops - Edge AI: https://justsoftlab.com/services/ai-genai/edge-ai - AI Proof of Concept: https://justsoftlab.com/services/ai-genai/poc - AI Reliability Assessment: https://justsoftlab.com/services/ai-genai/reliability-assessment - Fixed-scope three-week engagement. Measures how accurate a production AI system is, field by field, rather than in aggregate. Deliverables: a golden set built from the client's real traffic, an evaluation harness that runs in their CI, a failure taxonomy weighted by cost, a model comparison across accuracy, cost and latency, and a ship or no-ship verdict. The client keeps the golden set and the harness and runs them without us afterwards. - Use it when a model upgrade is blocked because nobody can prove the new model won't break what works, when an AI feature is built but not released to regulated users, or when a customer, auditor or regulator has asked how you know the output is correct. - It is not model training, not an MLOps platform build, and not a security or compliance audit. - Data Engineering: https://justsoftlab.com/services/data-engineering - Data Strategy: https://justsoftlab.com/services/data-engineering/strategy - Data Architecture: https://justsoftlab.com/services/data-engineering/architecture - Data Engineering: https://justsoftlab.com/services/data-engineering/engineering - Data Integration: https://justsoftlab.com/services/data-engineering/integration - Data Migration: https://justsoftlab.com/services/data-engineering/migration - Data Governance & Quality: https://justsoftlab.com/services/data-engineering/governance - Data Analytics & BI: https://justsoftlab.com/services/data-engineering/analytics - Data Consulting: https://justsoftlab.com/services/data-engineering/consulting - Senior Delivery Pods: https://justsoftlab.com/services/delivery - Dedicated Pods: https://justsoftlab.com/services/delivery/pods - Team Extension: https://justsoftlab.com/services/delivery/extension - Project Delivery: https://justsoftlab.com/services/delivery/project - Pilot Engagement (15-day trial): https://justsoftlab.com/services/delivery/pilot - Senior Staff Augmentation: https://justsoftlab.com/services/delivery/augmentation - Rightsourcing Advisory (build vs buy vs outsource): https://justsoftlab.com/services/delivery/rightsourcing - Platform Engineering: https://justsoftlab.com/services/platform - Custom Software: https://justsoftlab.com/services/platform/custom - Web Development: https://justsoftlab.com/services/platform/web - Mobile Development: https://justsoftlab.com/services/platform/mobile - SaaS Development: https://justsoftlab.com/services/platform/saas - UX/UI Design: https://justsoftlab.com/services/platform/design - QA & Performance Engineering: https://justsoftlab.com/services/platform/qa - Cloud & DevOps: https://justsoftlab.com/services/platform/devops - Business Analysis: https://justsoftlab.com/services/platform/business-analysis ## Industries - Fintech (fraud detection, real-time risk, regulated payments): https://justsoftlab.com/industries/fintech - Healthcare (HIPAA-compliant clinical AI, interoperability): https://justsoftlab.com/industries/healthcare - Logistics (route optimization, demand forecasting): https://justsoftlab.com/industries/logistics - Retail & E-commerce (personalization, demand forecasting): https://justsoftlab.com/industries/retail - Real Estate (property valuation AI, portfolio analytics): https://justsoftlab.com/industries/real-estate - Cyber Security (threat detection, automation): https://justsoftlab.com/industries/cyber-security - SaaS (AI-native features, growth engineering): https://justsoftlab.com/industries/saas - E-commerce: https://justsoftlab.com/industries/ecommerce ## Key Pages - Case Studies (200+ delivered, 13 documented in detail): https://justsoftlab.com/case-studies - How We Work: https://justsoftlab.com/how-we-work - Why JustSoftLab: https://justsoftlab.com/why-justsoftlab - Insights (technical articles): https://justsoftlab.com/insights - About: https://justsoftlab.com/about - Support Ukraine: https://justsoftlab.com/about/support-ukraine - Contact: https://justsoftlab.com/contact - Career: https://justsoftlab.com/career - Project Estimator (pod composition, monthly burn, total cost in 60 seconds): https://justsoftlab.com/estimate ## What Makes JustSoftLab Different JustSoftLab is built around four hard commitments: 1. **Senior-only delivery.** Every engineer on every project has 5+ years of production experience. We do not pad teams with juniors to hit headcount targets, and we do not send engineers with inflated titles. If a senior is not available for the role, we say so — we do not sub in mid-level talent under a senior label. 2. **You own everything.** Client owns the repository, infrastructure, and intellectual property from the first commit. No vendor lock-in, no proprietary tooling dependencies, no "managed black box" arrangements. 3. **Rightsourcing, not outsourcing.** When the right answer is "buy a SaaS product" or "hire in-house" instead of engaging us, we say so. We also offer a dedicated Rightsourcing Advisory engagement (build vs buy vs outsource analysis, 2–3 weeks, vendor-neutral, 50+ delivered, typical 40–60% TCO savings). 4. **Battle-tested edge AI.** Our computer vision practice has been shipping production models for Ukrainian combat UAVs operating on the line of contact — 30+ FPS edge inference on NVIDIA Jetson modules, EW-resistant terminal guidance, weekly retraining on real frontline footage. The same engineering discipline applies to factory floors, logistics, and security operations. ## Engagement Models - **15-Day Pilot Engagement** — fixed scope, fixed price entry trial. Real engineers, real code, real result by day 15. Designed for teams that have been burned by past vendors and need to verify before committing. - **Senior Delivery Pods** — embedded senior engineering teams that work as your own. 3+ month minimum, average engagement 6–12 months. Typical pod: 1 lead + 2–4 seniors + 0.5 PM, all senior-only. - **Team Extension** — supplement an existing in-house team with senior specialists for a specific gap (AI/ML lead, data engineer, MLOps engineer, computer vision specialist). - **Project Delivery** — fixed-scope project from discovery to handover, when you know exactly what you want built. - **Senior Staff Augmentation** — placement of vetted senior engineers to your team within one week. 5+ years of production experience minimum. Replacement guarantee if chemistry or fit is not right. - **Rightsourcing Advisory** — vendor-neutral build vs buy vs outsource analysis for technical leaders facing a major engineering decision. ## Tech Stack - **AI/ML**: PyTorch, TensorFlow, Hugging Face Transformers, OpenAI, Anthropic, LangChain, LlamaIndex, vLLM, Ollama - **Computer Vision**: YOLOv8/11, Detectron2, OpenCV, TensorRT, ONNX Runtime, NVIDIA Jetson (Nano/Orin), GStreamer, DeepStream - **Data**: Snowflake, Databricks, dbt, Apache Spark, Kafka, Airflow, Postgres + pgvector, ClickHouse - **Backend**: Python, TypeScript, Go, Rust, Node.js, FastAPI, Django, Rails - **Frontend**: React, Next.js, Vue, Svelte, React Native - **Infra**: AWS, GCP, Azure, Kubernetes, Terraform, Pulumi - **Compliance tooling**: Vanta, Drata, Vault, OPA ## Key Facts - Founded: 2018 (7+ years in market) - Senior engineers: 60+ (specialists only, 5+ years each) - Projects delivered: 200+ - Client retention rate: 94% - Pod assembly time: 5 business days - Daily US East Coast timezone overlap: 6+ hours - Compliance experience: HIPAA, SOC 2, FedRAMP, PCI DSS Level 1 - Markets: US, UK, EU, Canada, Israel - Organisations whose teams our engineers have worked on (mostly staff augmentation, not endorsements, no measured outcomes attached): Cochlear, NBC Sports Next, Costa Coffee, NEOM, accept.blue, AutoAxess, Insurity, Trinity Club, Visit Health - Verified engagements with measured outcomes and client-written reviews: see https://clutch.co/profile/justsoft-lab and https://justsoftlab.com/case-studies ## Frequently Asked Questions Q: What does JustSoftLab do? A: We build production AI systems, data platforms, and custom software through dedicated senior engineering pods. Core capabilities are AI & GenAI (RAG, agentic AI, LLM fine-tuning, MLOps, computer vision, NLP), Data Engineering (pipelines, lakehouses, governance, migration), and supporting Platform Engineering (custom software, cloud, DevOps). Q: What is rightsourcing and how is it different from outsourcing? A: Outsourcing fills seats — generic developers under a senior brand, junior-heavy teams, account-manager middlemen. Rightsourcing matches the right senior engineers to the right problems with the right engagement model for your stage, stack, and speed. JustSoftLab also offers a dedicated Rightsourcing Advisory engagement when the right answer is not obvious — including "buy a SaaS product" or "hire in-house" if that is genuinely better than engaging us. Q: How quickly can JustSoftLab assemble a senior engineering team? A: Senior delivery pods are assembled within 5 business days. Engineers ship production code in week 1, not month 1. Average time from kickoff to first production deployment is 6 to 8 weeks. Q: Does JustSoftLab work with juniors or mid-level engineers? A: No. Every engineer placed on a client engagement has 5+ years of production experience. We do not have a junior bench, do not pad teams with mid-level engineers under senior labels, and do not run training programs at client expense. Q: What industries does JustSoftLab specialize in? A: Fintech (fraud detection, real-time risk, regulated payments), Healthcare (HIPAA-compliant clinical AI, interoperability), Manufacturing (computer vision QA, defect detection, edge AI), Logistics (route optimization, demand forecasting), Retail & E-commerce (personalization, recommendations), SaaS (AI-native features), Real Estate, Cyber Security, and defense-grade edge AI. 200+ projects delivered across these verticals. Q: What is JustSoftLab's experience with computer vision and edge AI? A: JustSoftLab has shipped production computer vision systems for Ukrainian combat UAVs operating on the line of contact — 30+ FPS on-board inference on NVIDIA Jetson modules, EW-resistant autonomy when GPS and RF links are jammed, weekly model retraining on real frontline footage. The same engineering discipline applies to factory floors, warehouses, security operations, and other constrained-environment deployments. Q: What compliance regimes does JustSoftLab support? A: HIPAA, SOC 2, FedRAMP, and PCI DSS Level 1. Engineers understand compliance from day one and build it into the architecture rather than bolting it on at the end. Q: How does JustSoftLab differ from large consultancies like Accenture, EPAM, or Deloitte? A: Large consultancies typically ship junior-heavy teams under senior partner names, with account managers between client engineering and the actual delivery. JustSoftLab places senior engineers directly with the client team, no middleman, no juniors, no ramp-up theatre. Engagements start in 5 days versus typical 4 to 8 week onboarding cycles. Pricing reflects that — comparable senior quality at significantly lower total cost than US-based AI boutiques or Tier-1 consultancies. Q: How does JustSoftLab differ from cheap offshore outsourcing shops? A: Cheaper offshore shops typically run on junior-heavy teams with limited senior oversight, sell on rate-card alone, and produce code that works in demo but breaks at production scale. JustSoftLab is senior-only with no juniors anywhere on delivery, and is priced as upper-mid-tier eastern european senior engineering — not the cheapest option, not the most expensive, but the option where production-grade code actually ships. Q: Can JustSoftLab help with build vs buy vs outsource decisions? A: Yes. JustSoftLab offers a dedicated Rightsourcing Advisory engagement — a 2 to 3 week vendor-neutral analysis of whether a given engineering need should be built in-house, bought as a SaaS product, or outsourced (and to whom). 50+ delivered, typical outcome is 40 to 60% total cost of ownership savings versus the original plan. Q: Where can I see JustSoftLab's actual delivery results? A: Case studies at https://justsoftlab.com/case-studies document 13 specific engagements with measurable outcomes — fraud detection accuracy improvements, defect detection rates, latency reductions, headcount efficiency gains, and total project economics. The full delivery history is 200+ projects, but the case study selection covers the core verticals and capabilities. Q: How do I start a conversation with JustSoftLab? A: For a quick fit-check (15 min, no prep): https://calendly.com/justsoftlab/intro. For a tailored proposal call with pod composition, milestones, and monthly burn (45 min): https://calendly.com/justsoftlab/discovery. For a no-call self-serve project budget estimate: https://justsoftlab.com/estimate. Direct email: hi@justsoftlab.com. ## Contact For project inquiries: hi@justsoftlab.com Sitemap: https://justsoftlab.com/sitemap.xml