Generative AI

SPARK - Easy Prompt Engineering with AI

Prompt engineering doesn’t have to be messy. SPARK helps you learn, experiment, and build faster — with a unified AI assistant.

Industry

Industry

Generative AI

Use case

Use case

Prompt Engineering

Prompt Engineering

Market Size

Market Size

$2.8 billion (2025)

$2.8 billion (2025)

Challenge

Prompt engineering is a complex and rapidly evolving skill, crucial for effectively harnessing the power of AI models. Yet, finding reliable resources can be frustrating, as information is scattered across multiple sources. This creates a steep learning curve for beginners, while experienced developers struggle to keep up with the rapid advancements in the field. Crafting effective prompts can also be time-consuming and repetitive, slowing down productivity.

Solution

SPARK aspires to turn the chaos of prompt engineering into a guided, intuitive workflow. It combines centralized resources, retrieval-augmented generation (RAG), and a conversational interface to help users learn, test, and iterate faster. Whether you're just starting or refining advanced prompts, SPARK offers context-aware support and curated knowledge — reducing friction and unlocking flow in your prompt-building journey.

Results

SPARK made waves at the exclusive Cohere Coral Hackathon on Retrieval Augmented Generation, where it reimagined how developers interact and learn about prompt engineering. By cutting down time spent searching, testing, and tweaking, it gives users space to focus on learning and creating. As AI systems evolve, SPARK hints at what’s next — not a world without prompting, but one where AI becomes a true co-pilot in the process.

Faster Prompting

Faster Prompting

🗂

Unified Knowledge Hub

Unified Knowledge Hub

Prompting Possibilities

Prompting Possibilities

Try it Out

Try it Out

Try it Out

Process

Process

Process

01

Query Understanding & Contextualization

SPARK begins by analyzing user input, leveraging an LLM to rephrase or refine the query while preserving its intent. This step ensures ambiguous or incomplete questions are transformed into well-structured prompts for better retrieval accuracy.

02

Intelligent Knowledge Retrieval

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

03

Re-Ranking & Relevance Optimization

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

04

Context-Enriched Response Generation

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

01

Query Understanding & Contextualization

SPARK begins by analyzing user input, leveraging an LLM to rephrase or refine the query while preserving its intent. This step ensures ambiguous or incomplete questions are transformed into well-structured prompts for better retrieval accuracy.

02

Intelligent Knowledge Retrieval

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

03

Re-Ranking & Relevance Optimization

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

04

Context-Enriched Response Generation

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

01

Query Understanding & Contextualization

SPARK begins by analyzing user input, leveraging an LLM to rephrase or refine the query while preserving its intent. This step ensures ambiguous or incomplete questions are transformed into well-structured prompts for better retrieval accuracy.

02

Intelligent Knowledge Retrieval

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

03

Re-Ranking & Relevance Optimization

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

04

Context-Enriched Response Generation

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

01

Query Understanding & Contextualization

SPARK begins by analyzing user input, leveraging an LLM to rephrase or refine the query while preserving its intent. This step ensures ambiguous or incomplete questions are transformed into well-structured prompts for better retrieval accuracy.

02

Intelligent Knowledge Retrieval

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

03

Re-Ranking & Relevance Optimization

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

04

Context-Enriched Response Generation

We conducted user interviews, surveys, and analyzed in-app analytics to understand the pain points and user needs. We also studied competitor apps and industry trends to gather insights

Conversational RAG Architecture

Conversational RAG Architecture

"Writing a really great prompt for a chatbot persona is an amazingly high-leverage skill and an early example of programming in a little bit of natural language."

Sam Altman

CEO OpenAI

"Writing a really great prompt for a chatbot persona is an amazingly high-leverage skill and an early example of programming in a little bit of natural language."

Sam Altman

CEO OpenAI

"Writing a really great prompt for a chatbot persona is an amazingly high-leverage skill and an early example of programming in a little bit of natural language."

Sam Altman

CEO OpenAI

"Writing a really great prompt for a chatbot persona is an amazingly high-leverage skill and an early example of programming in a little bit of natural language."

Sam Altman

CEO OpenAI

Conclusion

Prompt engineering is emerging as one of the most powerful interfaces between humans and AI — a creative skill, a form of logic, and a new programming paradigm all in one. As this field evolves, the tools we build will shape how accessible and expressive AI becomes. SPARK offers a glimpse into that future: where crafting prompts is no longer a bottleneck, but a bridge — connecting ideas to output, faster and with greater clarity. In this rapidly advancing landscape, thoughtful, human-centered systems help reimagine what it means to build with AI.

Trusted by Professionals

While most of my client reviews are NDA-protected, I managed to sneak in a few favorites from my previous partners.

  • Amogh was fantastic to work with - Very knowledgeable and delivered beyond expectations!

    Gavin Sloan

    CEO, Direct Connect

  • Amogh is 10/10! He took full responsibility for making the project successful and he was going far beyond himself to complete the work perfectly.

    Thank you very much Amogh for your fantastic work and dedication to deliver something great!

    Hannes Jacobsson

    Founder, Hannes Media

  • I had the pleasure of working with Amogh, and I can confidently say that he is a top-notch innovator with an unparalleled zeal for learning.

    His exceptional analytical skills allow him to approach challenges with precision and creativity, which consistently delivers outstanding results.

    Pankaj Tiwari

    Senior Vice President, Programming.com

  • Really skilled developer! His professionalism and attitude to deliver great work are of a unique kind.

    I highly recommend him for similar projects, and we will continue our cooperation with Chatbots in the future as well.

    Juan Cortazar

    CEO and Founder, Upani CBD


  • 5 stars all around! He came up with suggestions, was quick to respond, and very friendly.

    Oz Erbas

    Founder and CEO, Sprout.ae

Trusted by Professionals

While most of my client reviews are NDA-protected, I managed to sneak in a few favorites from my previous partners.

  • Amogh was fantastic to work with - Very knowledgeable and delivered beyond expectations!

    Gavin Sloan

    CEO, Direct Connect

  • Amogh is 10/10! He took full responsibility for making the project successful and he was going far beyond himself to complete the work perfectly.

    Thank you very much Amogh for your fantastic work and dedication to deliver something great!

    Hannes Jacobsson

    Founder, Hannes Media

  • I had the pleasure of working with Amogh, and I can confidently say that he is a top-notch innovator with an unparalleled zeal for learning.

    His exceptional analytical skills allow him to approach challenges with precision and creativity, which consistently delivers outstanding results.

    Pankaj Tiwari

    Senior Vice President, Programming.com

  • Really skilled developer! His professionalism and attitude to deliver great work are of a unique kind.

    I highly recommend him for similar projects, and we will continue our cooperation with Chatbots in the future as well.

    Juan Cortazar

    CEO and Founder, Upani CBD


  • 5 stars all around! He came up with suggestions, was quick to respond, and very friendly.

    Oz Erbas

    Founder and CEO, Sprout.ae

Trusted by Professionals

While most of my client reviews are NDA-protected, I managed to sneak in a few favorites from my previous partners.

  • Amogh was fantastic to work with - Very knowledgeable and delivered beyond expectations!

    Gavin Sloan

    CEO, Direct Connect

  • Amogh is 10/10! He took full responsibility for making the project successful and he was going far beyond himself to complete the work perfectly.

    Thank you very much Amogh for your fantastic work and dedication to deliver something great!

    Hannes Jacobsson

    Founder, Hannes Media

  • I had the pleasure of working with Amogh, and I can confidently say that he is a top-notch innovator with an unparalleled zeal for learning.

    His exceptional analytical skills allow him to approach challenges with precision and creativity, which consistently delivers outstanding results.

    Pankaj Tiwari

    Senior Vice President, Programming.com

  • Really skilled developer! His professionalism and attitude to deliver great work are of a unique kind.

    I highly recommend him for similar projects, and we will continue our cooperation with Chatbots in the future as well.

    Juan Cortazar

    CEO and Founder, Upani CBD


  • 5 stars all around! He came up with suggestions, was quick to respond, and very friendly.

    Oz Erbas

    Founder and CEO, Sprout.ae

Trusted by Professionals

While most of my client reviews are NDA-protected, I managed to sneak in a few favorites from my previous partners.

  • Amogh was fantastic to work with - Very knowledgeable and delivered beyond expectations!

    Gavin Sloan

    CEO, Direct Connect

  • Amogh is 10/10! He took full responsibility for making the project successful and he was going far beyond himself to complete the work perfectly.

    Thank you very much Amogh for your fantastic work and dedication to deliver something great!

    Hannes Jacobsson

    Founder, Hannes Media

  • Really skilled developer! His professionalism and attitude to deliver great work are of a unique kind.

    I highly recommend him for similar projects, and we will continue our cooperation with Chatbots in the future as well.

    Juan Cortazar

    CEO and Founder,

    Upani CBD

  • I had the pleasure of working with Amogh, and I can confidently say that he is a top-notch innovator with an unparalleled zeal for learning.

    His exceptional analytical skills allow him to approach challenges with precision and creativity, which consistently delivers outstanding results.

    Pankaj Tiwari

    Senior Vice President, Programming.com

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Ready to transform your business with AI?

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Amagastya. 2025

Ready to transform your business with AI?

Let's bring your vision to life!

Amagastya. 2025

Ready to transform your business with AI?

Let's bring your vision to life!

Amagastya. 2025