Generative AI

Generative AI is easy to demo and hard to ship. The gap between an impressive prototype and a system you trust in front of customers is accuracy, cost control, and guardrails. Software Depo builds generative-AI features that survive that gap – grounded in your data, bounded in what they can say and do.

Grounded, Not Guessing

A model left to its own memory makes things up. We ground generation in your actual content through retrieval, so answers cite sources you can check, and we constrain outputs so the system says “I don’t know” instead of inventing. For most business uses, retrieval-grounded generation beats fine-tuning on cost, freshness, and auditability – and we will tell you the rare cases where fine-tuning genuinely helps.

Applications We Build

• Drafting assistants for proposals, responses, and reports – trained on your templates and voice
• Summarization and extraction over long documents, transcripts, and threads
• Content generation with brand and compliance guardrails built in
• Conversational interfaces to your knowledge and systems, backed by agents that can actually act

Cost and Control

Token costs, model selection, caching, and prompt design decide whether a feature is profitable at scale. We engineer for the volume you will actually run – and monitor it in production so a spike does not become a surprise invoice.

Describe what you want generated – and from what source material. We will propose an approach with honest accuracy and cost expectations.