Skill Seven AI SOFTWARE DEVELOPMENT & LLM INTEGRATION
AI That Actually Works
Everyone wants to plug AI into their business like it’s an instant upgrade. But most generative AI projects break down somewhere between “great idea” and “actual working software.” That’s because building AI tools that actually work—reliably, securely, and at scale—is a whole different ballgame than playing with prompt screenshots on X and Reddit.
Services
- Fine Tuning LLMs
- Fine Tuning For Embedding Models
- Training & Fine Tuning Classifiers
- Red Teaming
- Jailbreak Testing
- Prompt Ingestion Testing
- Evaluating & Reviewing Amateur Vibe Coding
- PoCs & Tracer Round Software
- Enhancements To Existing
- Bug Fixes
Model Training & Fine Tuning
Fine Tuning LLMs
Got a pile of internal documentation that’s not top secret but still too niche for general models to grok? Let’s fine-tune an agent to speak fluent “You.” Whether it’s answering support questions, accelerating onboarding, or just making your ops less painful, we’ll help you train something actually useful. Got a different fine-tuning use case in mind? Let’s riff.
Fine Tuning For Embedding Models
Search shouldn’t feel like a gamble. Boost precision and confidence by fine-tuning embedding models to better understand your docs, your data, and your weird internal acronyms. No more haystack hunting, no more throwing darts and hoping they stick.
Training & Fine Tuning Classifiers
Need to bucket things quickly and consistently? Whether it’s support tickets, customer feedback, or any other text blob, we can build classifiers with confidence scores that actually mean something, and route your info to the right humans (or agents) without the usual chaos.
Security, Testing & Verification
Red Teaming
Before your model goes live, let’s see if we can break it. (Spoiler: we probably can.) We’ll simulate prompt injection, alignment failures, and other safety breaches to harden your systems and help you sleep better at night.
Jailbreak Testing
If your LLM can be tricked into saying what it shouldn’t, someone will try. We know because we have tried (for science purposes, naturally). We test those boundaries for you like it’s our job—because it is.
Prompt Ingestion Testing
Prompting is part science, part art, and part long-term experience. We’ve spent years building, breaking, and rebuilding prompts that consistently get solid results. Want your team to get better at it? We’ll show you how we do it.
Vibe Coding From People Who Understand Software
Evaluating & Reviewing Amateur Vibe Coding
Just because an LLM says it feels right doesn’t mean it won’t quietly nuke your security. We audit vibe-coded projects to catch the subtle (and not-so-subtle) ways things can go sideways when generated code is trusted a little too blindly.
PoCs & Tracer Round Software
Proofs of concept are great (when they don’t turn into production disasters). We write real software and code, and we know how to use LLMs to generate starting points that don’t become long-term liabilities. Think tracer rounds: fast, useful, and meant to inform the next shot.
Enhancements To Existing
You’ve already got software. Let’s make it better and faster. We use LLMs to accelerate the parts that make sense, and we know how to prompt our way to cleaner, more purposeful code without babysitting the model every step of the way. It’s not magic. It’s experience.
Bug Fixes
Just because the model runs doesn’t mean it actually works. We treat hallucinations, logic gaps, and inconsistent outputs like real bugs…because they are. Whether it’s a prompt tweak, a guardrail, or a code-side fix, we’ll make it stop doing the weird things bugs do before they become a big issue.
We Don’t Just Tinker—We Develop
At WebVolta, we offer real-world AI software development for businesses that are ready to move past the hype. We work with large language models as developers, not tourists. We fine-tune models to understand your business context, and train classifiers to handle repetitive decisions with confidence. And when LLMs behave unpredictably, we treat it like a real bug and fix it..because honestly, it is.
Beyond The Demo
Need a custom-trained chatbot that answers questions using your internal documentation? Want to improve the accuracy of your enterprise search with fine-tuned embeddings? Curious whether your GenAI assistant can be jailbroken with a clever prompt? We can help. Our AI services are designed for companies that need more than just a flashy demo. You need generative AI that works in production and the real world.
Full-Stack AI, From Build to Audit
Our AI & LLM services and consulting includes everything from full-stack LLM integration and embedding optimization to adversarial testing, proof-of-concept builds, and software audits for LLM-generated code. Whether you’re building an internal tool or a customer-facing product powered by large language models, we bring the engineering experience to make sure it actually delivers.
AI With Strategy, Not Hype
We also help teams level up their prompt engineering, troubleshoot model
inconsistencies, and architect AI systems that align with real business
goals; not just whatever’s trending on LinkedIn this week.
If your company is serious about building AI software that scales,
let’s talk. Because we are ready to help.
AI is not a magic wand. It’s a system. And we know how to build it and use it the right way.
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