OpenAI & GPT Development Services
We build production systems on the OpenAI platform: GPT-powered features in SaaS products, internal assistants trained on company knowledge, embeddings-based search, and automations that use GPT for classification, extraction and drafting.
The same engineering discipline applies as all our AI work — structured outputs, evaluation, cost controls and monitoring — so your OpenAI bill and your output quality are both predictable.
Sound familiar?
AI feature pressure
Your roadmap says 'AI' but the team is busy shipping core product.
Unpredictable API costs
Token usage grows silently until the invoice becomes a board question.
Knowledge locked in docs
Answers exist in Notion, Drive and PDFs — nobody can find them fast.
What we build
GPT product features
AI features designed, built and shipped inside your SaaS with streaming UX.
Retrieval (RAG) systems
Embeddings-based search over your docs with cited, grounded answers.
Structured extraction
Emails, PDFs and forms turned into clean database records automatically.
Cost & quality monitoring
Token budgets, caching and evaluation dashboards from day one.
Outcomes clients measure
- AI features shipped in weeks without expanding the engineering team
- Company knowledge answerable in seconds with sources
- API spend capped and visible per feature
How we work
Every engagement follows our six-stage process — Discovery, Architecture, Implementation, Testing, Launch, Optimization — with weekly demos so you see progress, not promises. Read more about how we deliver and why teams choose Ignifer Labs.
Frequently asked questions
GPT or Claude — which should we use?
It depends on the task. We benchmark both on your real cases during discovery and recommend based on quality, latency and cost — not preference.
Do you do fine-tuning?
When it's justified. Most business cases are solved better with retrieval and prompt engineering; we fine-tune when consistent format or tone at scale demands it.
Can you fix an existing GPT integration?
Yes — rescue work is common. We audit prompts, add structure and evaluation, and typically cut cost while improving output quality.
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Learn moreReady to see what this looks like for your business?
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