Capitalizing on artificial intelligence requires moving past generic solutions to find an agency with the right balance of data architecture expertise, integration capability, and industry focus. Browse our directory to evaluate and shortlist top-performing AI development companies based on verified client reviews, portfolio depth, and specialized domain focus.

Organic rankings are determined by five factors: top services, reviews, portfolio, awards/press, and team expertise. Sponsored listings pay for a placement that appears above organic positions. Sponsorship does not affect star ratings or review content - read more on our methodology page.

  • Intelligent Automation, Maximum Productivity.

    Beam creates generative AI agents that automate repetitive tasks, boost productivity, and empower teams to focus on strategic work. Seamlessly integrating with business applications, our AI-driven solutions enhance efficiency across Product, Sales, Marketing, HR, and beyond...

    Top Services:

    • AI Development
    • BPO
    Location
    New York City, New York
    Number of Employees
    50 - 99
    Average Hourly Rate
    $50/hr
  • Let Tech Unite Us

    We believe technology can make the world a better place, only if its steered in the right direction. We aim to facilitate techs that can help the world and unit us...

    Top Services:

    • AI Development
    • Blockchain
    Location
    Jersey City, New Jersey
    Number of Employees
    Under 49
  • Logic Solutions For Businesses

    Scalable solutions that build trust. Unify your global presence, and set a new standard in workplace innovation. +1.2 million funneled leads, +38 countries reached...

    Top Services:

    • AI Development
    • Software Development
    Location
    Rosario, Argentina
    Number of Employees
    Under 49
    Average Hourly Rate
    $50/hr
    Minimal Budget
    $10,000 - $25,000
  • Enabling Digital Transformation

    Discover the power of digital transformation with U2U. Our solutions & Services are your gateway to unlocking the true potential of your business through the latest technological advancements including Artificial Intelligence , Cybersecurity and Quantum Technologies...

    Top Services:

    • AI Development
    • Cybersecurity
    Location
    Singapore, Singapore
    Number of Employees
    250 - 499
    Minimal Budget
    $50,000 & Up
  • Engineering Intelligence

    10x Labs brings a software and AI engineering team with 14 years of industry experience, combining top tier global talent with cutting-edge technology to deliver exceptional outcomes fast, efficiently and transparently. Empowering businesses with AI-driven automation, cutting-edge software solutions and elite...

    Top Services:

    • AI Development
    • Software Development
    Location
    Ashfield, Australia
    Number of Employees
    50 - 99
    Average Hourly Rate
    $200/hr
    Minimal Budget
    $10,000 - $25,000
  • Less busywork. More business.

    Designswheel helps businesses in Tampa, Florida, and worldwide simplify operations with custom AI agents and workflow automation...

    Top Services:

    • AI Development
    • Software Development
    Location
    Tampa, Florida
    Number of Employees
    Under 49
    Average Hourly Rate
    $79/hr
    Minimal Budget
    $1,000 - $10,000
  • Automation Development & Growth Of Your Business

    Strategic Tech Leadership. Without the Overhead. Our Fractional CTO service gives you access to a senior software and technology executive who can guide your product roadmap, oversee your technical team, and make critical architecture decisions, at a fraction of the cost...

    Top Services:

    • AI Development
    • Software Development
    Location
    Orlando, Florida
    Number of Employees
    Under 49
    Average Hourly Rate
    $35/hr
    Minimal Budget
    Under $1,000
  • Your Trusted Offshore Back-office & Technology Solutions Partner

    Technoheight is a fast-growing global BPM service provider that understands business operations has its challenges. With our solid team of talented professionals supported by the latest technologies, we provide end-to-end business process solutions that deliver results...

    Top Services:

    • AI Development
    • BPO
    Location
    Santa Clara, California
    Number of Employees
    100 - 249
  • Empowering Businesses With AI

    Datatac is a data and AI-driven consultancy headquartered in Toronto, Canada, offering services in business intelligence, data analytics, customer analytics, predictive modelling, data visualization, machine learning and AI, along with marketing support such as Google Ads and website design. The agency helps...

    Top Services:

    • AI Development
    • Big Data Analytics
    Location
    Toronto, Canada
    Number of Employees
    Under 49
  • Better AI Data | Better Results

    Shaip provides high-quality AI training data, annotation, evaluation, and data collection for Healthcare, Computer Vision, Speech, GenAI, and Physical AI...

    Top Services:

    • AI Development
    • VR/AR
    Location
    New York City, New York
    Number of Employees
    1000 & Up
  • Turning Data Into Decisions Smart, Scalable & Software-Independent.

    Analytics8 helps organizations from startups to Fortune-class enterprises unlock the full value of their data by delivering tailored, vendor-neutral BI and analytics consulting: from strategy and architecture through implementation, visualization and ongoing maintenance...

    Top Services:

    • AI Development
    • Big Data Analytics
    Location
    Chicago, Illinois
    Number of Employees
    100 - 249
  • Data Warehouse Consulting Services

    Offsoar delivers full-service data warehouse consulting that consolidates disparate data sources, builds scalable cloud architectures, and unlocks realtime analytics. The firm helps businesses modernize their data infrastructure to support reliable, data-driven decision making...

    Top Services:

    • AI Development
    • Big Data Analytics
    Location
    Torrance, California
    Number of Employees
    50 - 99
  • Trust Your Data, Trust Your Decisions.

    Tridant delivers expert data warehouse consulting services that centralize data, streamline analytics workflows, and support scalable business growth. The firm designs, builds, migrates and optimizes data warehouse environments tuned for performance, reporting, and reliable decision making...

    Top Services:

    • AI Development
    • Big Data Analytics
    Location
    Docklands, Australia
    Number of Employees
    100 - 249
  • Delivering better digital services for everyone.

    Scott Logic is a UK-based software consultancy and engineering firm offering data strategy, data engineering, analytics/BI, AI/ML, cloud and bespoke software development helping enterprises transform, integrate and derive value from complex data and build scalable, enterprise-grade data platforms...

    Top Services:

    • AI Development
    • DevOps Consulting
    Location
    Newcastle upon Tyne, United Kingdom
    Number of Employees
    250 - 499
  • Delivering New Experiences With Reliable Engineering

    Intelliswift is a global technology consulting and engineering services firm that delivers digital transformation, data-driven solutions, and modern technology services to enterprise clients. The company partners with organizations across industries to modernize operations, harness advanced analytics, and...

    Top Services:

    • AI Development
    • Big Data Analytics
    Location
    Santa Clara, California
    Number of Employees
    1000 & Up
  • Accelerating Digital Transformation Through AI

    Blackstone eIT is a global technology consulting and services firm that helps organizations accelerate digital transformation and become data-informed and AI-enabled. With expertise spanning artificial intelligence, automation, cloud services, and advanced analytics, the agency supports enterprise and public...

    Top Services:

    • AI Development
    • Managed Services
    Location
    Bellevue, Washington
    Number of Employees
    250 - 499
  • Mission Ready AI For A Rapidly Evolving World

    BigBear.ai is a global artificial intelligence and analytics company that delivers advanced decision intelligence solutions for complex enterprise and government operations. The company combines AI, machine learning, predictive analytics, and systems engineering to help clients improve situational awareness...

    Top Services:

    • AI Development
    • Cybersecurity
    Location
    McLean, Virginia
    Number of Employees
    500 - 999
  • Creating Winning Strategies

    Decision Analyst, Inc. is a global research and analytical consulting firm headquartered in the Dallas-Fort Worth area. The agency provides marketing research, advanced analytics, modeling, simulation, and strategic consulting to help organizations build stronger brands, improve customer experience, and...

    Top Services:

    • AI Development
    • Market Research
    Location
    Arlington, Texas
    Number of Employees
    100 - 249
  • Your Gateway To Seamless Transformation & Growth

    Smart IT Frame is an IT solutions, consulting, and staffing company headquartered in Somerset, New Jersey, with a global presence spanning North America, Europe, the Middle East, and Asia...

    Top Services:

    • AI Development
    • Mobile App Development
    Location
    Franklin Township, New Jersey
    Number of Employees
    500 - 999
  • Inspiring Analytics Transformation

    Newcomp Analytics is a Canadian data analytics consulting and services firm that helps organizations transform raw data into actionable insights through strategy, development, and advanced analytics. The company supports clients across industries with advisory services, analytics implementation, data...

    Top Services:

    • AI Development
    • Business Consulting
    Location
    Toronto, Canada
    Number of Employees
    Under 49
  • Unlock global understanding.

    RWS Group is a global content solutions and language services provider that combines human expertise with advanced technology to help organizations manage, translate, transform and communicate content and data in multiple languages across industries worldwide...

    Top Services:

    • AI Development
    • Big Data Analytics
    Location
    Maidenhead, United Kingdom
    Number of Employees
    1000 & Up
  • Customer 360 With Deep Platform Integration

    CloudQnect is a cloud consulting and solutions agency that helps organizations design, implement, and manage cloud environments. The agency provides cloud migration, infrastructure automation, DevOps, and support services to help businesses improve scalability, security, and operational efficiency...

    Top Services:

    • AI Development
    • DevOps Consulting
    Location
    Glen Allen, Virginia
    Number of Employees
    Under 49
  • Engineered Custom Elastic for Every Need

    Hyperflex is a technology consulting and engineering agency that specialises in Elastic search, observability, and security solutions. The company provides tailored Elastic consulting, managed services, implementations, and migrations, helping organisations optimise data operations, enhance performance, and...

    Top Services:

    • AI Development
    • IT Services
    Location
    New York City, New York
    Number of Employees
    Under 49
  • Let Us Make Your Cloud Computing Trip a Pleasant One!

    Nimesa is a cloud data management and software solutions company that delivers automated backup, disaster recovery, and data protection services tailored for modern cloud environments. The agency serves enterprise users, helping them safeguard applications and data against outages, cyberattacks, and...

    Top Services:

    • AI Development
    • IoT
    Location
    Edison, New Jersey
    Number of Employees
    Under 49
  • Pioneering Solutions for Tomorrow's Business Landscape.

    Netesenz is a technology consulting and software development agency that helps organizations design, build, and optimize modern digital products. The company delivers AI integration, full-stack application development, cloud solutions, data analytics, Salesforce managed services, and Web3/Blockchain projects...

    Top Services:

    • AI Development
    • Software Development
    Location
    Baltimore, Maryland
    Number of Employees
    Under 49
  • Unlock the Future with Generative AI & Power Platform

    Maarga Systems is a global IT solutions and consulting firm that helps enterprises accelerate digital transformation with generative AI, Microsoft Power Platform, legacy system modernization, and application maintenance services. With more than two decades of experience, the agency supports clients in...

    Top Services:

    • AI Development
    • Mobile App Development
    Location
    Woodbridge Township, New Jersey
    Number of Employees
    100 - 249
  • AI-Powered Development On Demand Ship 5x Faster

    AI-powered on-demand dev agency. We ship MVPs, custom software, and ERP implementations up to 5x faster than traditional agencies. We work with flat monthly subscriptions. All rates include senior devs, AI agents, full project visibility through our platform, Imajin. Plans start at $3,500/mo...

    Top Services:

    • AI Development
    • Software Development
    Location
    Guadalajara, Mexico
    Number of Employees
    Under 49
    Average Hourly Rate
    $25/hr
    Minimal Budget
    $1,000 - $10,000
  • AI Engineering For High-Impact Industries

    SciForce is a research-oriented software development company with expertise in Artificial Intelligence, Data Science, and Medical Technologies. We specialize in transforming complex requirements into functional, intelligent solutions, with a focus on technical rigor, innovation, and domain-specific precision...

    Top Services:

    • AI Development
    • DevOps Consulting
    Location
    Tallinn, Estonia
    Number of Employees
    50 - 99
  • Empowering Businesses

    Founded in 2004, OCR Solutions is a document automation and identity verification platform serving 500+ clients across 40+ industries. The software captures and processes data from government-issued IDs, passports, medical claim forms, invoices, and barcodes with 99% accuracy in under two seconds...

    Top Services:

    • AI Development
    • Software Development
    Location
    Madeira Beach, Florida
    Number of Employees
    Under 49
    Average Hourly Rate
    $350/hr
  • Turn Every Caller Into A Member

    Answering Agent eliminates the cost and limitations of traditional answering services. Available day and night, it qualifies leads, schedules appointments, and promotes offers with precision and consistency...

    Top Services:

    • AI Development
    • Phone Answering Services
    Location
    Castle Rock, Colorado
    Number of Employees
    50 - 99
    Average Hourly Rate
    $10/hr
    Minimal Budget
    Under $1,000
  • Your AI Agents

    AI-native agency building production AI infrastructure, agentic systems, and high-converting UX/UI. Fullstack delivery from architecture to launch, scaling reliably in real environments...

    Top Services:

    • AI Development
    • Web Development
    Location
    Grenoble, France
    Number of Employees
    Under 49
    Average Hourly Rate
    $90/hr
    Minimal Budget
    $1,000 - $10,000
  • Limitless Content That Drives Limitless Growth

    CNAX AI integrates cutting-edge artificial intelligence into your business operations and builds intelligent sales funnels that convert so you can scale without limits...

    Top Services:

    • AI Development
    • Digital Marketing
    Location
    Portsmouth, New Hampshire
    Number of Employees
    Under 49
    Average Hourly Rate
    $30/hr
    Minimal Budget
    Under $1,000
  • Business Automation That Works

    AutomateVia automates business processes for Dutch small and medium-sized businesses. From websites to dashboards to workflows - we save companies 10-20 hours per week on administrative tasks...

    Top Services:

    • AI Development
    • CRM Consulting
    Location
    Rijswijk, Netherlands
    Number of Employees
    Under 49
    Minimal Budget
    $1,000 - $10,000
  • Transforming Life Sciences With AI

    IntuitionLabs is a premier Silicon Valley technology firm specializing in AI software for the pharmaceutical and life sciences industries. We bridge the gap between cutting-edge Generative AI and strict regulatory requirements like FDA 21 CFR Part 11 and GxP...

    Top Services:

    • AI Development
    • Software Development
    Location
    San Jose, California
    Number of Employees
    Under 49
  • Signals That Unlock Real Estate Deal Flow

    Signal-based outreach for commercial real estate...

    Top Services:

    • AI Development
    • Business Consulting
    Location
    Lewes, Delaware
    Number of Employees
    Under 49
    Minimal Budget
    $1,000 - $10,000
  • One AI. All Channels. Unified Context.

    AI Agents for 24/7 Business Automation. Intelligent AI that helps automate phone calls, emails, and operational workflow...

    Top Services:

    • AI Development
    • Phone Answering Services
    Location
    Plano, Texas
    Number of Employees
    Under 49
    Average Hourly Rate
    $25/hr
  • AI Consulting & Digital Transformation Services

    SaaSWorx is a Dubai-based AI consulting and digital transformation company helping enterprises modernize operations using advanced technologies like Salesforce, Snowflake, and NetSuite. We deliver scalable, data-driven solutions that improve efficiency, enable smarter decision-making, and accelerate business...

    Top Services:

    • AI Development
    • IT Services
    Location
    Dubai, United Arab Emirates
    Number of Employees
    50 - 99
    Average Hourly Rate
    $50/hr
    Minimal Budget
    Under $1,000
  • Ai Data, Automation+Creative Agency

    Muscle+Brain is an Auckland-based AI data, automation and creative agency helping New Zealand businesses work smarter and move faster. We build custom workflow automation systems that remove manual processes and surface the data your team needs. We produce AI-native video, generative visuals, and automated...

    Top Services:

    • AI Development
    • Creative Services
    Location
    Auckland, New Zealand
    Number of Employees
    Under 49
    Average Hourly Rate
    $100/hr
    Minimal Budget
    Under $1,000
  • Make AI Real

    Entermind AI is a leading AI consulting firm in Malaysia specializing in the design and deployment of enterprise AI platforms...

    Top Services:

    • AI Development
    • Product Design
    Location
    Kuala Lumpur, Malaysia
    Number of Employees
    Under 49
    Minimal Budget
    $10,000 - $25,000
  • AI-Powered Systems That Optimise Operations & Accelerate Revenue

    GrowRise Automation is a UK-focused AI automation agency helping small and medium-sized businesses eliminate repetitive tasks and scale smarter. We specialize in end-to-end workflow automation, AI-powered client onboarding, CRM integration, and intelligent booking systems built on tools like Make.com...

    Top Services:

    • AI Development
    • IT Services
    Location
    Cumilla, Bangladesh
    Number of Employees
    Under 49
    Average Hourly Rate
    $100/hr
    Minimal Budget
    $1,000 - $10,000
  • Predict Markets Before They Move

    Alphascope is an AI-powered prediction market intelligence platform that helps traders analyze events, forecast outcomes, and identify market opportunities. The platform combines live odds, AI-generated predictions, news impact analysis, and cross-platform market tracking in a single research workspace...

    Top Services:

    • AI Development
    • Market Research
    Location
    Dover, Delaware
    Number of Employees
    Under 49
    Average Hourly Rate
    $10/hr
    Minimal Budget
    Under $1,000
  • Free Yourself From Financial Management

    Sanso is an AI-native finance operations firm that acts as your outsourced finance team. We combine AI agents with human-in-the-loop controls to handle accounts payable, accounts receivable, bank reconciliation, and reporting for small and medium businesses. SMBs connect their accounting tool, bank, and inbox...

    Top Services:

    • AI Development
    • Accounting
    Location
    Tel Aviv, Israel
    Number of Employees
    Under 49
    Minimal Budget
    $1,000 - $10,000
  • AI Readiness, PMO Governance & Digital Transformation

    Avinity Consulting supports organizations with practical AI adoption, PMO governance, digital transformation, and technology delivery from strategy to execution...

    Top Services:

    • AI Development
    • ERP Consulting
    Location
    Kuwait City, Kuwait
    Number of Employees
    Under 49
    Average Hourly Rate
    $70/hr
    Minimal Budget
    $1,000 - $10,000
  • The AI Partner Behind Ambitious Entrepreneurs

    Lemonstone AI helps Dubai businesses put artificial intelligence to practical use. Rather than selling tools, we look at where a company actually loses time repetitive admin, scattered data, slow manual processes and design AI systems that quietly handle it. Every build is shaped around the client's real...

    Top Services:

    • AI Development
    • IT Services
    Location
    Dubai, United Arab Emirates
    Number of Employees
    Under 49
    Average Hourly Rate
    $200/hr
    Minimal Budget
    $1,000 - $10,000
  • AI Agent Development Company

    We're an AI agent development company based in Rio de Janeiro, working on US Eastern hours. Our team is remote-first, async-friendly, and fluent in English, Spanish, and Portuguese.We build custom AI agents, RAG systems, and automations designed around how your company actually works. We collaborate closely...

    Top Services:

    • AI Development
    • Software Development
    Location
    Rio de Janeiro, Brazil
    Number of Employees
    Under 49
    Average Hourly Rate
    $49/hr
    Minimal Budget
    $1,000 - $10,000
  • Healthcare & Medtech Software For Medical Devices

    Medical device software development for FDA-aware, IEC 62304-compliant healthcare technology...

    Top Services:

    • AI Development
    • Software Development
    Location
    Kirkland, Washington
    Number of Employees
    100 - 249
    Average Hourly Rate
    $25/hr
    Minimal Budget
    $25,000 - $50,000
  • Help With Automation is an AI automation consultancy based in Lynchburg, Virginia, serving service businesses such as HVAC, plumbing, and electrical companies. We help owners streamline operations with practical AI agents and automation — from lead follow-up and scheduling to customer communication — so...

    Top Services:

    • AI Development
    • CRM Consulting
    Location
    Lynchburg, Virginia
    Number of Employees
    Under 49
    Average Hourly Rate
    $75/hr
    Minimal Budget
    $1,000 - $10,000
  • AI Automation Studio

    Airise is an AI automation studio in Prishtina, Kosovo. We design and build AI agents, workflow automation and system orchestration for owner-led and mid-sized companies in Kosovo and across Europe, taking the repetitive work of intake, data entry, document handling and routine calls off their teams. Every...

    Top Services:

    • AI Development
    • Software Development
    Location
    Pristina, Kosovo
    Number of Employees
    Under 49
  • Custom AI agents for SMBs. Your teams. Your agents. In tandem.

    Tandem IA builds custom AI agents for small and mid-sized businesses. Each agent is designed around your own processes and tools, takes over repetitive work like data entry, follow-ups and document preparation, and works under your team's control. Our rule: every agent must pay for itself in 3 months or less...

    Top Services:

    • AI Development
    • Software Development
    Location
    Montreal, Canada
    Number of Employees
    Under 49
    Average Hourly Rate
    $110/hr
    Minimal Budget
    $1,000 - $10,000
  • The AI Marketing Agency

    The Agency is an AI-focused marketing and automation provider established in 2018, helping service businesses improve their visibility across AI-powered search platforms and automate marketing and sales processes. The company combines AI search optimization, content production, lead management, and customized...

    Top Services:

    • AI Development
    • CRM Consulting
    Location
    Gibraltar, United Kingdom
    Number of Employees
    Under 49
    Minimal Budget
    Under $1,000

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Frequently Asked Questions About AI Development Agencies

What is the total cost of AI development?

The total cost of AI development ranges from $50,000 to over $1 million, depending on whether you are buying an off-the-shelf artificial intelligence solution or hiring a custom AI development company. 

Typical ranges are: 

Project ScopeTypical AI Use CasesCost Range (USD)Expected Timeline
Pilot or Proof of Concept Simple chatbots, internal assistants, early prototypes $15,000–$40,000+1–2 months
MVP or Mid-Level Build Automation tools, analytics systems, small GenAI solutions $50,000–$150,000+2–4 months
Advanced Custom AINLP pipelines, computer vision, multi-agent workflows$150,000–$500,000+4–6 months
Enterprise-Scale AIPlatform-level AI, regulated systems, high-volume GenAI$200,000–$1,000,000+6–12+ months

Usual cost drivers include: 

  • AI model complexity: 30% to 40% 
  • Data collection and preparation: 15% to 25% 
  • Infrastructure and tech stack: 15% to 20% 
  • Tools choice (open-source vs proprietary): 5% to 15% 
  • Long timelines and extended engagement: 5% to 10% 
  • Regulatory and compliance work: 5% to 10% 
  • Testing, validation, maintenance: 10% to 15% 

What is the timeline from signing the contract to the first live use case?

The timeline from contract signing to the first live AI use case typically ranges from 2 to 18+ months, depending on project scope and complexity. Most AI development companies deliver value in phases, starting with a live pilot before expanding. 

AI development timeline from contract to first live use case: 

Project TypeTypical Use CaseTime to First Live Use Case
Proof of Concept (PoC) or MVPSimple chatbot, internal assistant, RAG prototype4–8 weeks
Mid-sized custom AI solution Invoice automation, CRM agent, analytics tools4–6 months
Enterprise AI platformMulti-agent systems, regulated workflows, supply chain AI9–18+ months

The first live use case is usually a limited but real deployment, not a full rollout. 

Top AI software development companies start with a PoC or MVP to validate data, workflows, and adoption. Enterprise AI takes longer due to security, compliance, integration, and operational readiness.

What is the typical ROI for AI solutions?

Across enterprise and B2B use cases, studies consistently show an average return of about 3.5× for every $1 invested, with top performers reaching up to 8× returns.  

Most organizations see meaningful ROI within 12-18 months, and many deploy their first production AI use case within 6-12 months, which is when returns usually begin.

What is the difference between Generative AI and non-GenAI?

Generative AI (GenAI) uses the patterns it has learned to create something entirely new that didn't exist before. In contrast, non-gen AI is designed to analyze, classify, and predict based on existing data.

  • Use GenAI when you need innovation and synthesis. If you need to brainstorm marketing copy, summarize a 50-page transcript, or generate a prototype logo, you want the "creator."  
  • Use Non-GenAI when you need accuracy and consistency. If you are predicting stock prices, diagnosing a disease from an X-ray, or calculating the fastest route home, you want the "judge" who focuses on facts and patterns. 

Take a look at their main differences: 

AreaGenerative AI (GenAI)Non-GenAI (Traditional/Discriminative)
Core functionGenerates new contentAnalyzes or predicts from existing data
Typical outputText, images, audio, video, code, or summariesA label, a number, or a probability
FlexibilityHighMedium to low
PredictabilityLowerHigher
Risk profileHallucinations, data leakageModel bias, data quality
Best use casesAssistants, copilots, content, exploration Fraud detection, forecasting, optimization
Governance needsHighModerate

What are the most requested AI development services at the moment?

Currently, the most requested AI development services are LLM integration with retrieval-augmented generation (RAG), along with AI agent development.

According to Diffco, the demand for traditional machine learning models is declining, largely because businesses seek complete systems rather than standalone models.

The table below compares client demand across services, by share of engagements:

Service Share of total demand
LLM/chatbot integration 20%
AI agent development 20%
Custom model fine-tuning 15%
RAG pipelines 15%
Computer vision 10%
Predictive analytics/ML models10%
Ongoing model maintenance and monitoring10%