R&D-Driven Iteration: Using Open Innovation to Improve AI
AI tools are changing every week, not every year. We keep ahead at Improwised by doing structured R&D sprints that test, break, and confirm the newest AI models and frameworks. Our purpose is clear to assist clients in adopting what's proven, not just what's popular. This could be testing a novel retrieval method or looking at the trade-offs between LLM latency and other factors. Our AI lab looks at new ways to use open-source transformers and prompt orchestration tools so that your business may use them quickly, safely, and with confidence.
Why AI research and development are really important ?
Cloud-based AI tools are fast, but they come with a price: vendor lock-in, recurring usage costs, and hazards to data privacy. You get the following benefits by doing your testing and deployments in-house:
What does Improwised Technologies offers in Iteration Driven by R&D
Benchmarking models and frameworks
We check open-source LLMs, embedding models, retrievers, and agents for accuracy, latency, interpretability, and cost.
Pipelines that are based on experiments
We developed containerized testing environments so we could perform experiments at the same time. These environments were separate from production, but they were straightforward to move after they were validated.
Testing the behavior of prompts and agents
We work on prompt templates, chain-of-thought workflows, and multi-agent systems over and over again, making them better for certain objectives.
Working with Your Stack
When an experiment works, we put it into your production environment with observability, version control, and fallbacks.
Written notes for your team
We make documents, dashboards, and configs during each R&D cycle, so your internal teams can learn from what we test, not just what we deploy.
Updates Based on Feedback
As the field changes, we go back and look at features that have already been launched with new models or methodologies. This makes sure that they are valuable in the long run, not only at first
What This Gives You
A first-mover advantage with new technology that has been tested
Lean, step-by-step improvement of AI-powered features
Less dependence on vendor playbooks or tools that are not open source
Faster deployment with a lower chance of regressions
Your team will have more technical confidence.
Why Choose Improwised Technologies?
Improwised doesn't follow trends. We try things out, make changes, and write down what happens. Our AI teams work with platform engineers, product owners, and compliance teams to make experiments into systems that work and are stable.
- An AI Lab just for us
- Weekly sprints to explore open-source tools
- A vendor-neutral mindset: LangChain, LlamaIndex, Transformers, and more
- Tuning for healthcare, SaaS, finance, and edtech in specialized domains
We think that new ideas should be responsible, easy to measure, and easy to keep.
Frequently Asked Question
Get quick answers to common queries. Explore our FAQs for helpful insights and solutions.
Want to know which AI tools are worth your time?
We'll show you what we're testing currently and how it stacks up against what you use presently. No hype. Just facts-based, grounded insights.