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"Talk To Your Data" AI Assistant
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Overview
Achieve A New Level Of Productivity With The METRX AI Assistant
Data Extraction
Get instant insights into your engineering efforts! We measure your industry-standard metrics.
Evaluation
The METRX AI Assistant pinpoints bottlenecks and opportunities for greater efficiency and output in an easy-to-read, personalized dashboard.
Optimization
Use AI Assistant’s findings to create new performance protocols or seek Gigster’s expertise to address issues.
1-minute METRX summary video
How It Works
The “Talk to Your Data AI Assistant” uses natural language processing and data analysis techniques to bridge the gap between you and your data. It enables you to interact with data as if you were conversing, making data analysis more accessible and intuitive.
01 - Data Integration
The AI assistant is connected to various data sources, such as databases, spreadsheets, or cloud storage, where your data is stored.
02 - User Input
Users communicate with the AI assistant byasking questions or giving commands in natural language. For example, you might type or speak a query like, “Show me sales data for the last quarter” or “What were our top-selling products last month?”
03 - Natural Language Processing
The AI assistant uses NLP algorithms to analyze and understand the user’s input. It breaks down the text or speech into meaningful components, identifies keywords, and extracts the user’s intent.
04 - Data Retrieval
Once the user’s intent is determined, the AI assistant retrieves the relevant data from the connected data sources. In the example query, it would fetch the sales data for the specified time frame.
05 - Data Analysis
The AI assistant analyzes the retrieved data to answer the user’s question or fulfill their command. Depending on the query, it may involve calculations, aggregations, or statistical analysis.
06 - Data Visualization
If the user requests visual representations of the data, the AI assistant generates charts, graphs, or dashboards based on the analyzed data. This helps users understand the information more easily.
07 - Insights and Responses
The AI assistant provides insights or responses in plain language. For example, it might respond with, ‘The current code refactor has reduced processing time by 20%,’ or generate a visual representation of the code performance improvement.
08 - Iterative Interaction
Users can continue the conversation by asking follow-up questions or refining their queries. The AI assistant maintains context from the previous interactions to provide relevant responses.
09 - Feedback and Learning
The AI assistant is designed to learn from user interactions. If a user corrects or clarifies a response, the AI will improve its understanding and accuracy over time.
10 - Data Security
We understand how critical it is to prioritize data security and comply with privacy regulations. Rest assured, our AI assistant is designed with robust security measures in place to protect your sensitive information.
METRX’s unique assessment cross-references your organization’s data, and each report is customizable according to your needs. The result is actionable insights to track and achieve your KPIs.
Your AI-Assistant driven Dashboard
The AI assistant dashboard provides you with a user-friendly interface that seamlessly connects to your data sources. You can interact with it using natural language, asking questions and receiving data analysis, visualizations, and insights in response. Rest assured, your data’s security is a top priority, and the AI assistant continually learns to enhance accuracy.
Dashboard modules: The METRX reports
Every METRX report is tailored to showcase the specific information you need to understand about your organization.
Curious to learn more? Review these examples below:
Issue Status Flow Chart
(For Engineering Leaders)
What does it show?
This reports shows how many times the tickets are failing or passing. This chart can be generated per project, developer for a selected time interval.
For the selected issue status (Ready for QA in the given example) it shows what other statuses the issues transitions into.
Why is it useful?
Every SDLC has an ideal flow from the start status to the desired end status. However in some cases the issue has to go back into a previous status because of quality issues (failed code review, failed QA, etc.).
Testimonial:
" First, we were happy our code review acceptance rate is 96%. After that it turned out our code review process has serious flaws. Even bad codes passed passed too many times. "
Ticket Cycle Time
(For Engineering Leaders)
What does it show?
It shows an average of how much time it takes per status of a ticket. Project management tool Jira(EG)
Why is it useful?
Ideally you want your cycle time to be short.
It enables your team to reach fast, get a short feedback loop and iterate fast.
Longer cycle time means there are bottlenecks in the SDLC (Software Development Life Cycle).
Testimonial:
" Following the right metrix the team is now motivated to work on smaller tickets. That helped us to deliver faster smaller chunks of improvements and reduce the number of big risky deployments. "
Code Contribution By Product Per Week
(For Engineering Leaders)
What does it show?
How the development teams’ overall contribution is distributed between the products,within a selected time period.
Why is it useful?
- Shows if the developers are working on the right products.
- Identifies how much efforts they put into each product.
- Helps to understand how development speed changes per project over time.
- Works without time-tracking.
Testimonial:
" We realized most of our engineering output was allocated to experimental projects and the real revenue-generating project was understaffed. "
Weekly Code Contribution Per Developer
(For Engineering Leaders)
What does it show?
The total weekly code contribution within a time period, calculated
as a score, per developer.
Score (code contribution): It’s the sum of the code contribution per developer. It can reach a
maximum of 1 point/week/dev. 1k (or more) lines of code added or changed
per developer per week equal to 1. That’s the maximum reachable
score per week.
So 1 developer in 4 weeks can reach a maximum score of 4.
Same score of 4 can be also reached as maximum by 4 devs in 1 week.
Score is comparable between teams/companies as same logic is used.
Why is it useful?
Understand team members’ contribution over time.
Testimonial:
" Thanks to METRX we are able to measure how new developers are catching up. I helped us to optimize our onboarding and new hires started to be more productive sooner. "
Weekly Code Contribution
Per Team / Product / Entire Org
(For Engineering Leaders)
What does it show?
The team's’ code contribution per week within a given time range (Example: within the last year).
Why is it useful?
- Gain insight into the extent to which teams contribute through the deployment of new code and code modifications.
- This aids in identifying teams facing obstacles in their code contribution efforts.
Testimonial:
" Thanks to METRX we learned that one of our team had a declining trend in their productivity. Once we clearly saw it the team leader could jump in and started to remove obstacles. "
Feature Development Vs Maintenance Ratio
(Executive Level Report)
What does it show?
It indicates whether the coding contribution occurs during the creation of new features or the maintenance of existing ones.
Provides information regarding the allocation of engineering resources between the development of new features and maintenance tasks.
Why is it useful?
In an ideal scenario, bug fixing should account for less than 30% of the total workload. Even without time tracking, we can assess the extent of engineering resources dedicated to maintenance, which offers a more precise measurement than merely tallying ticket numbers in JIRA.
Testimonial:
" The biggest take away was developers could work only on the roadmap up to 50% of their capacity. We had to better distribute work between developers so they can focus more on important developments. "
Feature vs. Bug Development Based on Productivity
Feature vs. Bug Development Based on Number of Issues
Cost Per Product
(Executive Level Report)
What does it show?
The estimated cost of the development of products based on the developers code contribution and salary in the last year. We can create the report on both commit/ticket/epic/project level.
Why is it useful?
We can offer a highly accurate estimate of the engineering expenses for product development even without the use of time logging.
Testimonial:
" We got valuable feedback immediately how engineering dollars are spent between projects and who are the most expensive developers. We analysed those and understand how to avoid expensive mistakes. "
Advantages
Enhanced Security and Control
Keep your codebase private and maintain autonomy with a tailored solution that minimizes risks associated with third-party access.
Efficiency and Insights
Streamline report generation for more efficient data analysis while gaining valuable insights to make data-driven decisions.
Scalability and Cost-Efficiency
Accommodate growth and evolving needs with a scalable solution that also reduces external access and associated costs.
Why METRX AI Assistant
Possibilities
Always Available
Our user-friendly ”Talk to Your Data AI Assistant” is available 24/7 for on-demand information.
Take control
Visualize Effortlessly
Describe your data needs, and our AI creates stunning visuals with ease.
Functions
Data Power
Unleash your data’s potential with AI automation and insights.
BUSINESS AND STRATEGIC CONIDERATIONS
Tailored Insights
Share questions or ideas for insights that match your goals.
Functions
Team Empowerment
Equip your engineering teams with intuitive tools for data tasks, allowing focus on in-depth analysis.
TECHNICAL ATTRIBUTES
Future Insights
Utilize The AI Assistant for precise, reliable, and comprehensive insights, boosting productivity via our smart dashboard.
METRX By Role
For Engineering Managers
Facilitates data-driven decision-making, enables timely interventions aligning your actions with company goals. The AI Assistant’s reports promote a proactive approach to address issues and continuously improve your team performance.
For CTOs
The AI Assistant’s reports aligns with your goals through personalized reports. Each analysis promotes technical excellence, optimizes resource allocation, projects delivery and quality, enhances team collaboration, and supports strategic planning and talent development.
For CFOs
The AI Assistant’s reports empowers Finance leaders to make strategic financial decisions, optimize resource utilization, and ensure the company’s financial health with actual data.
A METRX analysis was conducted within a software organization in the energy sector.
Review this case study to see how their engineering team saved $700k thanks to METRX.
Pricing
BASIC
Monthly Subscription- 60 Days Free Trial
- AI Instant Reports
- Smart Dashboard
- 24/7 Customer Support
- All METRX Reports
PREMIUM
Yearly Subcription- 60 Days Free Trial
- AI Instant Reports
- Smart Dashboard
- 24/7 Customer Support
- All METRX Reports
Solve Challenges: Beyond Analysis, We Drive Solutions
Your METRX license is 100% free. After finding your engineering bottlenecks, you can optionally involve Gigster to resolve them for you.
Did METRX uncover issues your organization can't tackle alone?
Unlike the competition, Gigster is a fully managed software delivery service.
We specialize in assembling powerful teams in as little as 48 hours and have specialists around the globe who can solve your software problems.
Assemble a Team On-Demand to self-manage one aspect of a project. Hire a Fully-Managed team for a hands-free custom software solution while you manage the other operations of your business.
5,000+
Deliverables
<10 Days
Average Staffing Time
>95%
On-time Delivery
30%
More Efficient Staffing
60+%
Lower Risk
3.6x Higher Project Satisfaction
Our proven model mitigates risk and assembles project-specific teams.
With our high-quality roster of global software engineering talent, we can work on a project 24/7, and assemble a team 3x faster than the competition, with 60% lower risk.
FAQ
Initial Consultation: Meet with our METRX advisors for an onboarding session. We’ll review your company and departmental goals, team titles and structure, and understand where you may be struggling today.
Data Security: Grant access to GIT-based code repositories and JIRA. METRX analyzes your code and all its history from the repository alongside project and ticket based data from your issue tracking system. A comparative analysis is completed against individuals, teams and projects to understand your engineers’ activities as they stand today.
Final Review and Handoff: Receive an Overview of your Results, Personalized Dashboard and next-step recommendations with our team.
We provide details on the tool’s data security measures and clarify the integration process, including the expected timeline. We secure data during transmission and while at rest.
We employ a standardized enterprise visualization solution utilizing Google’s Data Management and Visualization tool, such as Google Looker Studio. The data is transferable to alternative platforms, such as Microsoft’s PowerBI, allowing seamless integration and direct data provision if you are already using a dashboard solution.
We employ a standardized enterprise visualization solution utilizing Google’s Data Management and Visualization tool, such as Google Looker Studio. The data is transferable to alternative platforms, such as Microsoft’s PowerBI, allowing seamless integration and direct data provision if you are already using a dashboard solution.
We collect an upfront payment as a one-time fee, and you have the option to pay through wire transfer or ACH. We bill monthly for ongoing subscription fees with the convenient option of automatic payments through a credit card.
METRX measures the following aspects of the code contributions: code volume, frequency, technology, rank, and consistency.
METRX can be exclusively used for engineering teams/organizations to assess software developers’ performance, not other teams’, like finance, HR, CS, etc. It evaluates software developers’ performance by examining their code contributions/commits within a defined period.
Companies Already Leveraging METRX with Confidence
Try METRX AI Assistant Now!
Our Mission, Vision and What We Believe In As METRX
Our Vision
(What Do We Want To Achieve?)
To build the future of efficient, data driven software engineering teams.
Our Mission
(How Do We Get There?)
Key engineering insights must be available for all companies. Based on them, we provide the best personalized solutions.
We Believe
(Core Values)
We believe goals are reached with a much higher certainty by aligning the engineering and business teams based on objective, data-driven insights.
Automation and scalability are key aspects of our solution.
By benchmarking to other relevant companies and industry standards, we help to oversee the growth opportunities and bottlenecks.
We empower engineering leaders to make the right decisions and improve their teams’ productivity.
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Our solution empowers Private Equity firms with objective organization-wide assessments, facilitating data-driven cross-team comparisons. This is well-suited to handle the complexities and scale typically associated with enterprises.
