AI Integration & Custom AI Solutions Services
Service Overview:
Most AI projects don’t fail because the model is weak. Research from RAND puts the enterprise AI failure rate above 80%, roughly twice the failure rate of regular IT projects, and the recurring cause isn’t the technology. It’s unclear goals, weak data, and AI bolted onto a workflow it was never actually built to fit.
We treat AI as one more part of the product, not a separate experiment running next to it. That means figuring out what problem it’s actually solving before picking a model, wiring it into the systems you already use, and building the fallback logic for when a call fails or an API times out, because it will.
That covers chatbots and support tools trained on your actual data, workflow automation that removes manual work instead of adding another dashboard, and custom integrations with providers like OpenAI, Anthropic, or Replicate wired directly into your product.
This fits three kinds of clients. A business that keeps seeing “AI” pitched to them and wants to know what would actually help. A team that has an AI feature live but it’s unreliable, slow, or nobody trusts it. Founders building a product where AI is the core feature, not a bolt-on.
When You Need This Service
You Know AI Could Help, But Not How
Everyone's talking about it. You don't have a clear use case yet, just a sense you're falling behind.
Your AI Feature Is Live But Unreliable
It works in the demo. In production, it hallucinates, times out, or gives inconsistent answers.
You're Doing Manual Work AI Could Handle
Someone on your team is tagging, sorting, or writing the same kind of thing every day, by hand.
You Need AI Wired Into Your Actual Product
Not a chatbot bolted onto the corner of a page. AI that's part of the core workflow.
How This Service Works
Most AI failures trace back to skipping the boring part, defining what success actually looks like before touching a model. We don't skip it.
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01
Use Case & Feasibility
We figure out what AI should actually do here, and whether it's the right tool at all.
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02
Data & Architecture
We map what data the model needs, where it comes from, and how it connects to your existing systems.
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03
Build & Integration
The AI feature gets built and wired into your product, with fallback handling for when a call fails.
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04
Testing & Monitoring
We test against real inputs, not just clean examples, then set up monitoring so failures get caught early.
What's Included in This Service
AI Feature Development
AI features built directly into your product, not a separate tool bolted on the side.
Custom Chatbots & Assistants
Trained on your actual data and support content, not generic answers.
Workflow Automation
Repetitive manual work handled automatically, from data entry to content tagging.
LLM Integration
Direct integration with providers like OpenAI, Anthropic, and Replicate, wired into your existing stack.
Prompt Engineering & Fine-Tuning
Models tuned and prompted to give consistent, reliable output for your specific use case.
AI Image & Content Generation
Custom pipelines for generating images, copy, or media as part of your product's core flow.
Existing AI Feature Fixes
An AI feature that's live but unreliable, debugged and stabilized without a full rebuild.
Why Clients Choose Sollva
Use Case Before Model
We define what problem AI is solving before picking a provider or writing a prompt.
Built for Failure Cases
Retry logic, fallbacks, and error handling included, not just the happy path that works in a demo.
Real Integration
AI wired into your actual product and data, not a standalone tool that lives on its own.
Fixed Scope
You know the cost and the timeline before work starts.
Support After Launch
Models drift, APIs change. We stay on to keep the feature working as conditions shift.
Frequently Asked Questions