Our Vision

At Tech Signific our approach has always been clear: integrate AI within the development ecosystem—not outside it. Our core philosophy is to empower developers and SDLC personas by embedding AI directly into their existing tools and environments.

With this in mind, we’ve developed two key AI plugins:

• TechSignific-AI
• TechForce-AI

Both are designed to be integrated into your daily development flow. These plugins are available on the marketplace, ready to be downloaded and used. If you face any issues during installation, feel free to contact us at support@techsignific.com—we’ll promptly provide you with the .vsix file.

TechSignific-AI: Your AI Augmented Software Engineering Tool 

TechSignific-AI is one such tool that has recently caught the eye of many, promising significant improvements in efficiency.

TechSignific-AI is an AI-powered end-to-end software engineering tool designed to support business analysts, developers, testers, and infosec engineers. It aids in efficiently writing requirements, code, tests, and fixing vulnerabilities. This tool enhances productivity by generating code, conducting tests, and automatically correcting code to address security vulnerabilities

Setting Up TechSignific-AI: A Quick Overview 

Leveraging TechSignific-AI for E2E software engineering lifecycle is straightforward when you install it as an extension for Visual Studio Code. After installation, TechSignific-AI transforms into an essential component of your development setup, providing context-sensitive code completion suggestions in real-time. Given that VS Code is among the developer community’s preferred Integrated Development Environments due to its robust support for extensions, it stands as the perfect platform for incorporating TechSignific-AI into your workflow

TechSignific-AI: Your Partner in Crafting Superior Code & Tests

1. Improve Developer Productivity 

• Automatically generates code snippets, functions, or even entire modules based on the developer’s prompts, significantly speeding up the development process. 

• Offers context-aware code completions, making coding faster and reducing the cognitive load on developers. 

• Identifies potential bugs and vulnerabilities in the code, helping developers fix issues before they become problematic. 

• Suggests refactoring opportunities to improve code readability, maintainability, and performance. 

• Automated Code Reviews: Assists in code review processes by suggesting improvements and identifying anti-patterns or coding standards violations. 

• Legacy Code Understanding: Helps developers understand and work with legacy codebases by providing insights and explanations for complex code segments. 

2. Test Authoring / Asset Generation 

• Automatically generate test case & test data from user story / use case. 

• Generate automated test cases of functional, performance, API and security etc. 

• Support Reverse Engineering – Generate User Story, Use Case, from Test Scenarios / Test Case. 

3. Summarization of Test Results 

• Summarize test result and provide recommendations for test optimization. 

• Debug test script failures & provide solutions for issue remediation. 

• Analyse and address any performance and security issues found within the application. 

4. Automate the Automation 

• Develop code for test automation tools like Selenium, UFT, Tosca, LR, JMeter, Neo Load, Python, Java etc. 

• Comment-to-Code and Code-to- Comment using NLP. 

• Code Explanation, Documentation, debugging and auto code correction. 

• Helps Security Testers to automate their VAPT operations. 

5. Big on Data Privacy & Strong on Security 

• DLP Protection @source, which scans developer/tester prompts to block PCI/PII/PHI/organization confidential data leaks from the source to the model. 

TechSignific-AI: Benefits

 • Boosted efficiency and productivity by 50% – accomplishing more in a shorter time. 

• A comprehensive One-Plugin facilitating all – encompassing E2E Software Engineering Process 

• No steep learning curve is required. A basic understanding of Gen AI, NLP, and Prompt Engineering will be sufficient for full productivity. 

• Beyond Protection. Ensure 100% data privacy & security You Can Trust. 

• A plug-in that empowers developers, testers, and security engineers to transform their careers into full-stack roles. 

• ‘STOP’ investing into multiple expensive testing tools. TechSignific-AI is one universal plugin to meet all your E2E Software Engineering Requirements.

TechSignific-AI Challenges and Opportunities 

Although TechSignific-AI undoubtedly offers valuable assistance, however recommendations shared by TechSignific-AI may not always be accurate for complex or unconventional scenarios involved in software design, coding and testing. As software engineers, it is highly essential to carefully review and validate the code / test generated by TechSignific-AI to ensure its correctness. As the technology continues to evolve, TechSignific-AI and similar AI tools are poised to become invaluable assets in the software testing arsenal. By striking the right balance between automation and human ingenuity, software engineers can unlock the full potential of TechSignific-AI to optimize their testing efforts and deliver software products of the highest quality with lowest effort and timeline

Our journey: From TechSignific-AI to TechForce-AI

Three years of research in AI and GenAI led us to develop TechSignific-AI, our foundational plugin. From there, we advanced toward TechForce-AI, which introduces a more goal-driven, agent-based AI workflow. We’ll discuss both in detail shortly.

The Evolution: From Task-Based to Goal-Based AI

The AI world is shifting from task-based interactions (prompt → response) to goal-based workflows (define goal → auto-decomposed tasks). To address this, we’ve launched TechForce-AI.

Unlike traditional single-agent AI, TechForce-AI uses multiple AI agents working together toward a defined goal. You provide the objective, and the system:

1. Breaks it down into tasks/subtasks
2. Assigns them to appropriate agents
3. Seeks human approval at each critical step (e.g., dependency resolution, data access)
4. Ensures a controlled, safe execution flow

This agent-based approach reduces the cognitive burden on users and enhances productivity.

Unified Access and Subscription

Both plugins—Tech Signific-AI and TechForce-AI, use the same credentials. While we’re working on integrating Single Sign-On (SSO), current access is controlled via user ID and password provided upon subscription.

Settings for model access, API keys, and execution modes (e.g., auto-approve or manual confirmation) are all configurable from the backend to give organizations full control.

Prompt Optimization and Task Configuration

In TechForce-AI, the prompt interface includes:

• Task types (e.g., coding, debugging, architecture)
• Enhanced Prompt feature (optimizes your input for better results)
• Goal-based execution with automatic task breakdown and confirmation checkpoints

Note: Once a prompt is enhanced, the original version cannot be restored—keep a copy if needed.

TechSignific-AI vs. TechForce-AI

Feature	TechSignific-AI	TechForce-AI
Prompt-Driven	Yes	No (Goal-Driven)
Vector DB Support	Yes	No
Folder-as-Knowledge Base	No	Yes
Task Management	Manual	AI-Driven with Agent Collaboration
Ideal Use	Step-by-step DevOps tasks	Large-scale, complex goal resolution

Each plugin is designed to complement the other, ensuring you get a complete, end-to-end AI-driven SDLC toolkit.

Join Our Mission

If you’re interested in collaborating or partnering with us, we’d love to hear from you. Write to us at support@techsignific.com. Whether you’re a developer, enterprise, or researcher—together, we can push the boundaries of AI-powered development.