COEFFICIENT SYSTEMS LTD

Data Science, Insights, Visualisation and Analytics

Coefficient provides multidisciplinary consultancy services encompassing data science, analytics, machine learning and other AI-related applications. Coefficient blends research-grade statistical techniques with a lean startup approach to solve real-world challenges. Leveraging a decade of customer experience, we provide strategic guidance, specialist resources, and support to transform your data into actionable insights.

Features

• Data Science expertise in Python/SQL with statistical modelling expertise.
• Master the four ML worlds: classification, regression, clustering, dimensional reduction.
• Jupyter Notebook based development offers interactive visualisation and collaboration.
• Natural Language Processing for sentiment analysis, topic modelling, unsupervised learning.
• Geopatial data modelling using Python, GeoPython and JavaScript interactive mapping.
• Operationalise insights through development of internal/external data products.
• Time-series modelling with backtesting to forecast and derisk future events.
• Emphasis on code quality includes linting, test suites and reproducibility.
• High performance Python for rapid data processing.
• Flexible cloud-agnostic deployment options to all cloud providers or on-premises.

Benefits

• Transform raw data into actionable insights to guide strategic decisions.
• Drive revenue growth and enhance profitability through data-driven insights.
• Automate repetitive tasks with machine learning to increase operational efficiency.
• User Story Mapping of data flows for enhanced user experiences.
• Empower data champions with self-serve analytics for decentralised decision-making.
• Leverage predictive analytics to anticipate market changes and react proactively.
• Achieve higher data accuracy and integrity with advanced cleaning techniques.
• Customised data visualisations to communicate complex data simply.
• Reduce IT overhead with cloud-based solutions and automated maintenance.
• Equip your team with modern data science technology and methodologies.

£475 to £1,600 a unit a day

Service documents

• Pricing document

  PDF

• Skills Framework for the Information Age rate card

  PDF

• Service definition document

  PDF

• Terms and conditions

  PDF

Request an accessible format

If you use assistive technology (such as a screen reader) and need versions of these documents in a more accessible format, email the supplier at john.sandall@coefficient.ai. Tell them what format you need. It will help if you say what assistive technology you use.

Framework

G-Cloud 14

Service ID

623226241255954

Contact

John Sandall
02080640144
john.sandall@coefficient.ai

Planning

• Planning service: Yes
• How the planning service works: Our planning service begins with a deep collaboration between our team of machine learning engineers, data scientists, and your key stakeholders. This process is designed to thoroughly understand your unique requirements and align our strategies with your business objectives. Through a series of interactive workshops and detailed data discovery sessions, we identify high-impact use cases, assess your data readiness, and establish clear success criteria.; ; Our deliverables include a detailed project roadmap, tailored architecture designs, and proof-of-concept development. We meticulously craft a comprehensive roadmap that specifies optimal model architectures, data pipelines, and deployment strategies tailored to actualise your vision for data-driven decision-making.; ; Our inherently agile approach allows us to rapidly iterate and adapt to evolving project requirements and business landscapes. This agility, combined with our emphasis on meticulous attention to detail and knowledge transfer, empowers your team to effectively take ownership of the data science solutions, ensuring that they are strategic, sustainable, and adaptable over time. This planning process is integral to developing a robust foundation for data science, insights, visualisation, and analytics capabilities.
• Planning service works with specific services: No

Training

• Training service provided: Yes
• How the training service works: Our training service is designed to upskill your teams in the best practices of generative AI and large language models (LLMs), ensuring they can fully benefit from these cutting-edge technologies. We offer a detailed program catering to technical practitioners and business stakeholders. Our expert instructors guide participants through topics such as model fine-tuning, dataset creation, prompt engineering, application development, and deployment, using a combination of hands-on labs and real-world case studies.; ; We conduct strategic workshops for business leaders to demystify generative AI and provide a structured framework for identifying and prioritizing high-value use cases. Our training delivery is versatile, featuring a mix of interactive workshops, hands-on labs, and self-paced online modules. This flexible approach ensures that learning can be integrated seamlessly into daily business operations without disruption.; ; Additionally, we provide ongoing coaching and knowledge transfer to ensure sustained adoption and understanding of these technologies. This ongoing support helps your team develop the necessary skills and stay at the forefront of technological advancements in AI, promoting continuous improvement and innovation within your organisation.
• Training is tied to specific services: No

Setup and migration

• Setup or migration service available: Yes
• How the setup or migration service works: Our setup and migration service is crafted to ensure a smooth and seamless transition into your new generative AI environment. Initially, we conduct a thorough assessment of your existing infrastructure and data assets to identify any potential compatibility challenges or bottlenecks. This involves working closely with your IT team to integrate generative AI capabilities into your existing tech stack, employing the latest open-source tools and advanced cloud platforms such as AWS Bedrock, Google Vertex AI, and Azure OpenAI.; ; Our service includes comprehensive data migration assistance and performance validation for clients migrating from legacy AI solutions. We design and implement a robust, scalable architecture that supports your current operational needs and scales for future growth. Our proven migration framework, coupled with automated testing tools, minimises downtime and ensures data integrity throughout the migration process.; ; Additionally, we provide detailed data mapping and model porting services to ensure that your valuable intellectual property is seamlessly transferred and enhanced in the new system. Our rigorous quality assurance processes and performance benchmarking further ensure that your new AI environment is optimised for peak performance, delivering tangible results from day one.
• Setup or migration service is for specific cloud services: No

Quality assurance and performance testing

• Quality assurance and performance testing service: Yes
• How the quality assurance and performance testing works: Our quality assurance and performance testing service is a critical component of our comprehensive generative AI offerings. We employ a rigorous combination of automated testing tools and manual inspection techniques to ensure the accuracy, consistency, and fairness of your AI models. This includes automated testing for model outputs, as well as human-in-the-loop evaluations to thoroughly vet the models under real-world conditions.; ; Our experienced team of QA engineers and data scientists collaborate to design and execute detailed test cases, covering a wide spectrum of edge cases and potential failure modes. This ensures that your models perform reliably, even in challenging environments. We also conduct extensive bias testing and ethical reviews to mitigate risks of unintended consequences and ensure regulatory compliance.; ; Additionally, we utilise industry-standard benchmarks and advanced load and stress testing tools to assess the scalability and efficiency of your generative AI applications, identifying any potential bottlenecks or areas for optimisation. With our continuous monitoring and alerting systems, you can be confident that your AI environment will remain efficient, performant, and reliable over time, ensuring that your AI solutions deliver the intended value consistently.

Security testing

• Security services: No

Ongoing support

• Ongoing support service: Yes
• Types of service supported:
  • Buyer hosting or software
  • Hosting or software provided by your organisation
  • Hosting or software provided by a third-party organisation
• How the support service works: Our ongoing support service is designed to ensure optimal performance and reliability of your generative AI models and data engineering systems. We provide comprehensive support across various services, including model monitoring, performance tuning, retraining, prompt optimisation, bug fixes, and security updates. Our proactive monitoring consistently tracks deployed models for performance degradation, enabling us to deliver regular model updates and optimisations to maintain accuracy and relevance.; ; In addition to AI model support, we monitor data pipelines, enhance ETL processes, and provide troubleshooting to ensure seamless data flow and system reliability. ; ; Our Service Level Agreements (SLAs) are tailored to meet client needs, with flexible options, including 24/7 support for critical issues. While our primary focus is on solutions developed by Coefficient, we also consider third-party models and system support on a case-by-case basis.; ; This robust support structure is complemented by post-training mentorship, regular system maintenance, and updates on the latest technological developments, allowing continuous learning and adaptation. Through these comprehensive efforts, we aim to maximise investment and maintain high standards in your data-driven projects and initiatives, ensuring your team remains competitive and well-supported in the rapidly evolving tech landscape.

Service scope

• Service constraints: Support is offered remotely unless specifically contracted with the client organisation to provide on-site. The support desk operates during normal office hours from 0900 to 1730, although emergency cover can be agreed upon.

User support

• Email or online ticketing support: Email or online ticketing
• Support response times: Our service desk is available from 09:00 to 17:30 GMT, Monday to Friday, excluding UK Bank Holidays. During these hours, we provide real-time support to address any queries or issues.
• User can manage status and priority of support tickets: No
• Phone support: Yes
• Phone support availability: 9 to 5 (UK time), Monday to Friday
• Web chat support: No
• Support levels: Our services integrate machine learning tools to optimise energy usage in data centres. We actively participate in open-source projects that apply data science & engineering to climate change research and mitigation strategies, promoting environmental sustainability. Additionally, our remote service and workshop options reduce the need for travel and paper-based materials, supporting energy-efficient practices in digital training environments.

Resellers

• Supplier type: Not a reseller

Staff security

• Staff security clearance: Conforms to BS7858:2019
• Government security clearance: Up to Security Clearance (SC)

Standards and certifications

• ISO/IEC 27001 certification: No
• ISO 28000:2007 certification: No
• CSA STAR certification: No
• PCI certification: No
• Cyber essentials: Yes
• Cyber essentials plus: No
• Other security certifications: No

Social Value

• Social Value:

  Social Value

  • Fighting climate change
  • Tackling economic inequality
  • Equal opportunity
  • Wellbeing

  Fighting climate change

  Our services integrate machine learning tools to optimise energy usage in data centres. We actively participate in open-source projects that apply data science & engineering to climate change research and mitigation strategies, promoting environmental sustainability. Additionally, our remote service and workshop options reduce the need for travel and paper-based materials, supporting energy-efficient practices in digital training environments.

  Tackling economic inequality

  We facilitate economic equality by providing scholarships and tailored training opportunities to underrepresented and economically disadvantaged groups (through our sponsored initiative, 'Humble Data'), enhancing their career prospects and access to the tech industry.

  Equal opportunity

  Coefficient is deeply committed to diversity and inclusion, as evidenced by our co-founding of the DEI-focused non-profit "Humble Data". We actively look to recruit candidates from underrepresented backgrounds for technical and leadership roles and support their career progression through mentorship and sponsorship initiatives.

  Wellbeing

  We are committed to the mental health and wellbeing of our employees and trainees. Our support services include subscriptions to mindfulness apps and access to confidential counselling, ensuring a supportive and inclusive learning and working environment. This commitment extends to all our programs, fostering an environment where individuals can thrive both professionally and personally.

Pricing

• Price: £475 to £1,600 a unit a day
• Discount for educational organisations: No

Service documents

• Pricing document

  PDF

• Skills Framework for the Information Age rate card

  PDF

• Service definition document

  PDF

• Terms and conditions

  PDF

Request an accessible format

If you use assistive technology (such as a screen reader) and need versions of these documents in a more accessible format, email the supplier at john.sandall@coefficient.ai. Tell them what format you need. It will help if you say what assistive technology you use.