Get Tability: OKRs that don't suck | Learn more →

10 strategies and tactics for Ai Development

What is Ai Development strategy?

Every great achievement starts with a well-thought-out plan. It can be the launch of a new product, expanding into new markets, or just trying to increase efficiency. You'll need a delicate combination of strategies and tactics to ensure that the journey is smooth and effective.

Identifying the optimal Ai Development strategy can be challenging, especially when everyday tasks consume your time. To help you, we've assembled a list of examples to ignite your creativity.

Copy these examples into your preferred app, or you can also use Tability to keep yourself accountable.

How to write your own Ai Development strategy with AI

While we have some examples available, it's likely that you'll have specific scenarios that aren't covered here. You can use our free AI generator below or our more complete goal-setting system to generate your own strategies.

Ai Development strategy examples

You'll find below a list of Ai Development tactics. We also included action items for each template to make it more practical and useful.

Strategies and tactics for enhancing AI Application Development

  • ⛳️ Strategy 1: Assess current capabilities

    • Conduct a comprehensive analysis of current application development processes
    • Identify existing AI technologies and tools in use
    • Evaluate the skills and expertise of current staff in AI and machine learning
    • Analyse current infrastructure's capability to support AI integration
    • Review past projects to understand successes and challenges in AI deployment
    • Identify gaps in capabilities and areas for improvement
    • Benchmark capabilities against industry standards
    • Engage with stakeholders to gather insights on current pain points
    • Create a detailed report summarising findings
    • Set clear metrics to assess future improvements

  • ⛳️ Strategy 2: Invest in skill development and training

    • Develop a comprehensive training plan focusing on AI and machine learning
    • Partner with educational institutions for AI workshops and seminars
    • Provide access to online AI courses and certifications for staff
    • Encourage participation in AI conferences and networking events
    • Initiate an internal mentorship programme with AI experts
    • Set up a knowledge-sharing platform for AI best practices
    • Allocate time for employees to work on independent AI projects
    • Conduct regular assessments to measure skill improvement
    • Reward and recognise employees who achieve significant AI skills enhancement
    • Keep track of current AI trends and update training programmes accordingly

  • ⛳️ Strategy 3: Implement AI pilot projects

    • Identify key areas where AI can provide immediate benefits
    • Select a diverse team to lead the pilot projects
    • Define clear objectives and success criteria for the pilot projects
    • Gather data needed for the AI projects and ensure it is properly anonymised
    • Choose the appropriate AI tools and platforms for these projects
    • Establish a robust project management and monitoring framework
    • Document the processes and outcomes of each pilot project meticulously
    • Evaluate the performance against the set objectives
    • Gather feedback from stakeholders and end-users
    • Scale successful pilot projects into full-scale implementations if feasible
ai-integrationskill-developmentai-specialistproject-managerdevelopment-teamit-support-team
Implement these strategies

Strategies and tactics for developing an AI-Powered App

  • ⛳️ Strategy 1: Define app purpose and target audience

    • Conduct market research to identify a gap or need
    • Define user personas to understand potential users
    • Set clear objectives for what the app should achieve
    • Determine the main AI functionalities required
    • Sketch user flow and experience
    • Research AI technologies that match your goals
    • Identify key competitors and analyze their offerings
    • Prepare a list of features to differentiate your app
    • Decide on the platform(s) for app deployment
    • Gather feedback from potential users on app concept

  • ⛳️ Strategy 2: Design and prototype the app

    • Create wireframes for the app's user interface
    • Develop a visual design for the app, focusing on user experience
    • Select an appropriate development framework or tool
    • Incorporate AI elements in the prototype using available libraries
    • Create a proof of concept to verify technical feasibility
    • Perform usability testing with selected users
    • Iterate design based on user feedback
    • Ensure the app design is responsive and mobile-friendly
    • Include accessibility features to broaden user base
    • Prepare detailed documentation for the design process

  • ⛳️ Strategy 3: Develop and launch the app

    • Set up a development environment with necessary tools
    • Assign tasks and roles to development team members
    • Implement backend and frontend features incrementally
    • Integrate AI algorithms and test their accuracy
    • Conduct rigorous testing on different devices and platforms
    • Debug and optimise the app for performance
    • Prepare a marketing strategy for the app launch
    • Deploy the app to app stores or web platforms
    • Monitor user feedback and analytics post-launch
    • Schedule regular updates and maintenance based on user input
ai-developmentuser-experienceproject-managerai-developermarketing-teamdevelopment-team
Implement these strategies

Strategies and tactics for automating IT Services Work

  • ⛳️ Strategy 1: Identify and prioritise automation opportunities

    • Conduct an audit to map current IT processes
    • Identify repetitive and rule-based tasks suitable for automation
    • Engage with stakeholders to gather feedback on potential areas for automation
    • Prioritise processes based on impact and feasibility for automation
    • Assess current technology stack for automation compatibility
    • Define clear objectives and expected outcomes for automation efforts
    • Research potential AI tools and platforms to support automation
    • Establish a budget for automation initiatives
    • Develop a roadmap with timelines for implementing automation solutions
    • Set up a team responsible for managing the automation project

  • ⛳️ Strategy 2: Implement AI-driven automation solutions

    • Select appropriate AI tools and platforms based on the prioritised automation opportunities
    • Develop customised automation scripts or workflows
    • Integrate AI solutions within existing IT infrastructure
    • Conduct a pilot test of the automation solution to ensure functionality
    • Monitor and analyse pilot test results for accuracy and efficiency
    • Seek feedback from users interacting with the automated processes
    • Refine automation solutions based on pilot feedback
    • Conduct training sessions for staff to effectively use new AI tools
    • Fully deploy automation solutions across prioritised areas
    • Establish a process for ongoing monitoring and maintenance of AI solutions

  • ⛳️ Strategy 3: Evaluate and optimise automation effectiveness

    • Define key performance indicators (KPIs) for evaluating automation success
    • Regularly collect data on the performance of automated processes
    • Assess cost savings and productivity improvements from automation
    • Conduct regular reviews and updates to automation processes as needed
    • Implement feedback loops for continuous improvement of AI solutions
    • Regularly engage with stakeholders to understand their evolving needs
    • Stay updated with new AI technologies and advancements
    • Benchmark automation performance against industry standards
    • Optimise AI configurations to enhance process efficiency
    • Celebrate successes and communicate benefits across the organisation
automationaiit-managerautomation-engineerit-servicesai-development
Implement these strategies

Strategies and tactics for creating an AI concept document

  • ⛳️ Strategy 1: Conduct thorough research

    • Identify the latest AI trends and technologies relevant to consulting
    • Research competitor AI consulting companies' offerings and market positioning
    • Review case studies and success stories of AI implementation in various industries
    • Understand the specific needs and challenges of target industries
    • Gather insights from industry reports and whitepapers on AI advancements
    • Interview industry experts and thought leaders on future AI developments
    • Compile a list of potential AI applications in consulting
    • Analyse customer feedback and pain points for AI services
    • Assess the regulatory environment for AI in your target region
    • Evaluate potential risks and ethical considerations of AI use

  • ⛳️ Strategy 2: Define the unique value proposition

    • Outline the key benefits of your AI consulting services
    • Identify the primary differentiators from competitors
    • Develop a clear and compelling mission statement for the AI concept
    • Create detailed profiles of ideal customer segments
    • Articulate the specific problems your AI solutions will solve
    • Highlight the innovative aspects of your AI technologies
    • Establish credibility by showcasing expertise and experience in AI
    • Present testimonials or endorsements from satisfied clients
    • Illustrate the potential return on investment for clients
    • Craft a strong brand narrative around your AI consulting solutions

  • ⛳️ Strategy 3: Develop a structured document outline

    • Draft an executive summary highlighting the concept’s importance
    • Outline each AI service offering with detailed descriptions
    • Include sections on methodology and processes for AI implementation
    • Describe the team structure and key personnel leading the AI initiatives
    • Offer detailed case studies or examples of successful AI projects
    • Provide a timeline for development and deployment of AI solutions
    • Include a budget forecast and financial analysis projection
    • Discuss potential partnerships or collaborations for AI enhancements
    • Summarise the long-term vision and goals for the AI consulting company
    • Ensure the document is visually appealing with charts, graphs, and images
ai-trendsvalue-propositionresearch-analystai-strategistmarketing-teamdevelopment-team
Implement these strategies

Strategies and tactics for mengembangkan rencana AI untuk pendidikan

  • ⛳️ Strategy 1: Integrasikan teknologi AI ke dalam bahan pembelajaran

    • Identifikasi mata pelajaran yang dapat diuntungkan dengan bantuan AI
    • Kembangkan konten interaktif yang didukung AI untuk mata pelajaran yang dipilih
    • Libatkan pendidik dalam mendesain bahan ajar berbasis AI
    • Evaluasi efektivitas materi pembelajaran AI dengan uji coba di kelas
    • Sediakan pelatihan bagi guru tentang penggunaan teknologi AI dalam pembelajaran
    • Implementasikan pembelajaran adaptif yang disesuaikan dengan kebutuhan siswa
    • Gunakan chatbots AI untuk menyediakan umpan balik real-time kepada siswa
    • Integrasikan AI dalam platform e-learning untuk personalisasi kurikulum
    • Gunakan analisis data AI untuk melacak kemajuan siswa
    • Kumpulkan umpan balik dari siswa dan guru untuk peningkatan berkelanjutan

  • ⛳️ Strategy 2: Gunakan AI untuk mempersonalisasi pembelajaran

    • Kembangkan profil siswa berbasis data untuk mempersonalisasi pembelajaran
    • Desain algoritma AI untuk menyesuaikan tugas sesuai tingkat kemampuan siswa
    • Libatkan siswa dalam menentukan personalisasi tujuan pembelajaran
    • Sediakan laporan kemajuan individual berbasis AI untuk setiap siswa
    • Gunakan AI untuk mengidentifikasi area kelemahan pada setiap siswa
    • Terapkan pengayaan berbasis AI bagi siswa dengan kemampuan lebih
    • Implementasikan sistem penilaian otomatis menggunakan AI
    • Gunakan AI untuk prediksi kesuksesan akademik jangka panjang
    • Pantau kinerja dan motivasi siswa melalui data AI
    • Sediakan sesi konsultasi individual dengan alat bantu AI

  • ⛳️ Strategy 3: Tingkatkan efisiensi administrasi pendidikan dengan AI

    • Otomatisasi proses pendaftaran siswa dengan sistem AI
    • Gunakan AI untuk manajemen jadwal dan sumber daya
    • Terapkan AI dalam penilaian ujian dan tugas secara otomatis
    • Gunakan AI untuk analisis data kehadiran siswa
    • Tingkatkan komunikasi antara sekolah dan orang tua melalui aplikasi berbasis AI
    • Otomatisasi laporan akademik dan administrasi dengan bantuan AI
    • Gunakan AI untuk perencanaan keuangan dan anggaran pendidikan
    • Gunakan chatbots AI untuk memberikan informasi administrasi waktu nyata
    • Implementasikan AI dalam pelacakan alokasi sumber daya di sekolah
    • Uji dan tingkatkan proses administratif ke sekolah melalui umpan balik AI
artificial-intelligenceeducationeducatoradministratortechnology-integration-teamai-development-team
Implement these strategies

Strategies and tactics for crafting a Supplier and Contractor Engagement Strategy

  • ⛳️ Strategy 1: Develop a supplier onboarding and verification process

    • Gather a list of suppliers from NHC for onboarding purposes
    • Create a standardized onboarding checklist including compliance aspects
    • Verify supplier credentials against NHC's established requirements
    • Implement a system to routinely price check with suppliers
    • Conduct regular training sessions on platform usage for suppliers
    • Form a dedicated support team for supplier inquiries
    • Launch a pilot program with selected suppliers to test processes
    • Collect feedback post-pilot to enhance the onboarding experience
    • Monitor supplier performance against compliance standards
    • Regularly audit supplier practices to ensure quality compliance

  • ⛳️ Strategy 2: Expand contractor engagement and support

    • Initiate marketing campaigns targeted at contractors for platform awareness
    • Organise webinars or workshops highlighting platform benefits
    • Gather and act upon feedback from contractors during pilot phases
    • Monitor the status of orders to assess contractor satisfaction
    • Increase outreach to onboard more contractors across different sectors
    • Build partnerships with contractor associations to boost adoption
    • Introduce AI solutions for contractors regarding material selection
    • Maintain open communication channels with contractors
    • Identify contractor needs and tailor solutions accordingly
    • Rapidly address challenges faced by contractors on the platform

  • ⛳️ Strategy 3: Implement long-term supplier and contractor collaborations

    • Strategically onboard additional suppliers from diverse regions
    • Develop partnerships with relevant industry organizations
    • Provide suppliers with regular training on new platform features
    • Conduct periodic compliance reviews to maintain standards
    • Execute marketing efforts to expand the contractor user base
    • Establish collaborations with key contractor associations
    • Develop platform features that enhance user experience
    • Implement user feedback-driven improvements on the platform
    • Ensure ongoing support and relationship management with suppliers
    • Promote a culture of continuous improvement across all operations
onboardingcompliancesupplier-managercontractor-liaisoncompliance-teamengagement-team
Implement these strategies

Strategies and tactics for developing a comprehensive roadmap for software development and AI

  • ⛳️ Strategy 1: Define specific learning goals

    • Identify core concepts and skills necessary for software development and data science
    • List essential programming languages to learn, such as Python and Java
    • Include data analysis and manipulation tools like Pandas and SQL in the curriculum
    • Set competency levels for machine learning algorithms, starting from basics to advanced
    • Define project-based learning goals to solidify understanding
    • Determine necessary resources, such as books, online courses, and tutorials
    • Prioritise AI ethical standards and practices as learning objectives
    • Incorporate system and application design knowledge into the learning path
    • Identify key performance indicators to measure progress
    • Outline a timeline for achievement of short-term and long-term goals

  • ⛳️ Strategy 2: Identify and enrol in reputable courses

    • Research and list top online platforms offering relevant courses like Coursera, edX, and Udacity
    • Select courses with high ratings and positive reviews in software development, AI, and data science
    • Link course providers with leading universities and institutions
    • Look for courses offering certifications upon completion
    • Select courses with practical projects and exercises to apply learned concepts
    • Ensure course content is up-to-date with current industry trends
    • Check for available financial aid or scholarships to reduce costs
    • Sign up for trial periods or free courses to assess quality before commitment
    • Maintain a calendar of course start dates and deadlines for enrolment
    • Participate in forums or community groups for additional support and networking

  • ⛳️ Strategy 3: Network and seek mentorship

    • Join online communities and forums related to software development and AI
    • Attend virtual or in-person meetups and conferences in the tech industry
    • Connect with professionals and alumni on LinkedIn in relevant fields
    • Seek out mentors who can provide guidance and career advice
    • Participate in hackathons and competitions to increase practical skills and network
    • Engage with academic advisors for tailored course recommendations
    • Collaborate on open-source projects to gain experience and expand networks
    • Follow industry leaders and influencers on social media platforms
    • Sign up for newsletters and podcasts to stay updated on industry trends
    • Regularly check for webinars or workshops to learn directly from experts
learningnetworkingmentorsoftware-developereducation-teamdevelopment-team
Implement these strategies

Strategies and tactics for developing AI for education

  • ⛳️ Strategy 1: Integrate AI into classrooms

    • Identify schools interested in AI integration
    • Assess the technological infrastructure of selected schools
    • Develop AI applications tailored to classroom needs
    • Train teachers on how to use AI tools effectively
    • Pilot AI applications in a few classrooms
    • Gather feedback from teachers and students
    • Make necessary adjustments to AI applications
    • Expand AI integration to more classrooms
    • Monitor the impact of AI on student learning outcomes
    • Create a report on the benefits and challenges of AI in classrooms

  • ⛳️ Strategy 2: Personalise learning using AI

    • Research and analyse various AI personalisation platforms
    • Select an AI platform that aligns with educational goals
    • Develop learning modules that utilise AI for personalisation
    • Train educators on the AI platform and personalised approach
    • Launch a pilot programme for personalised learning
    • Collect data on student engagement and performance
    • Adjust learning pathways based on student feedback and data
    • Expand the programme to include more subjects or grade levels
    • Evaluate the long-term impact of personalised learning
    • Publish findings on the efficacy of AI in personalising education

  • ⛳️ Strategy 3: Use AI for administrative efficiency

    • Identify administrative processes that can be automated
    • Evaluate AI solutions that can streamline these processes
    • Implement AI tools in selected administrative areas
    • Train administrative staff on new AI systems
    • Monitor efficiency improvements and time savings
    • Gather feedback from administrative staff on tool usage
    • Make necessary adjustments to AI systems based on feedback
    • Expand AI automation to additional administrative processes
    • Measure operational cost savings with AI integration
    • Document and share best practices for AI use in administration
ai-integrationpersonalisationteacheradministratorit-supportcurriculum-development
Implement these strategies

Strategies and tactics for cultivating a High-Performing Team Environment

  • ⛳️ Strategy 1: Enhance Communication

    • Schedule regular team meetings with open discussion forums
    • Conduct regular feedback sessions, including both positive and constructive feedback
    • Utilise collaborative communication tools to share updates and ideas
    • Encourage active listening and respectful dialogue among team members
    • Promote an environment of psychological safety and vulnerability
    • Implement a suggestion box for anonymous feedback
    • Provide communication skills workshops
    • Rotate meeting facilitators to involve everyone
    • Summarise meeting outcomes and distribute to the team
    • Conduct quarterly communication audits to identify areas for improvement

  • ⛳️ Strategy 2: Foster Trust and Inclusion

    • Organise on or offsite team-building exercises focusing on collaboration
    • Utilise programmes like Franklin Covey's Speed of Trust
    • Recognise individual and team contributions publicly
    • Celebrate wins and major milestones within the team
    • Encourage diverse perspectives and respect for different viewpoints
    • Run training sessions on addressing unconscious bias
    • Establish a buddy system for new team members
    • Create a diversity and inclusion committee
    • Set up monthly cultural awareness sessions
    • Collect feedback on inclusion efforts and adjust accordingly

  • ⛳️ Strategy 3: Promote Professional Development and Community Engagement

    • Offer opportunities for skill development and relevant training
    • Encourage mentorship and knowledge sharing within the team
    • Attend career days and community events to build professional relationships
    • Participate in fundraising, food or clothes drives, and donations
    • Collaborate with local law enforcement for professional development
    • Provide access to an online learning portal
    • Host monthly expert talks on career development
    • Form study groups for professional certifications
    • Sponsor participation in professional conferences
    • Develop a public service initiative linked to team goals
communicationinclusionteam-leaderdiversity-coordinatorcommunication-teaminclusion-committee
Implement these strategies

Strategies and tactics for developing Bilimoia 5-Year Strategic Plan

  • ⛳️ Strategy 1: Create a robust education programme

    • Establish partnerships with local schools and educational institutions
    • Develop scholarships and grants for students in mining communities
    • Organise community workshops and vocational training sessions
    • Implement technology in classrooms to enhance learning experiences
    • Initiate an adult education and literacy programme
    • Monitor and evaluate educational outcomes annually
    • Engage local leaders in promoting the importance of education
    • Set up mentorship programmes involving industry professionals
    • Introduce educational initiatives in health and safety related to mining
    • Allocate a percentage of grants specifically for educational purposes

  • ⛳️ Strategy 2: Enhance healthcare and well-being

    • Build a partnership with local health providers and NGOs
    • Establish a mobile clinic to serve remote mining communities
    • Implement health awareness campaigns focusing on prevalent health issues
    • Provide funding for the enhancement of existing local medical facilities
    • Train community health workers in basic healthcare provision
    • Introduce telemedicine options for specialist consultations
    • Create a community health fund for emergency medical needs
    • Include mental health support in community health plans
    • Conduct regular health check-up camps in the community
    • Utilise grants to enhance medical supplies and facilities upkeep

  • ⛳️ Strategy 3: Promote environmental sustainability

    • Develop a sustainable mining practices guideline
    • Coordinate with environmental experts to assess and mitigate mining environmental impacts
    • Implement eco-friendly waste management systems in the community
    • Restore and rehabilitate mined areas with afforestation programmes
    • Engage local communities in environmental conservation activities
    • Include environmental education in community awareness programmes
    • Regular monitoring and reporting of environmental indicators
    • Collaborate with international bodies for environmental best practices
    • Allocate investments for renewable energy projects in the community
    • Ensure consistent funding for environmental sustainability initiatives
educationsustainabilityhealth-workereducatorcommunity-engagementenvironmental-management
Implement these strategies

How to track your Ai Development strategies and tactics

Having a plan is one thing, sticking to it is another.

Having a good strategy is only half the effort. You'll increase significantly your chances of success if you commit to a weekly check-in process.

A tool like Tability can also help you by combining AI and goal-setting to keep you on track.

More strategies recently published

We have more templates to help you draft your team goals and OKRs.

Planning resources

OKRs are a great way to translate strategies into measurable goals. Here are a list of resources to help you adopt the OKR framework:

Table of contents
Copyright © 2024 Tability