Artificial Intelligence Integration Services for Existing Software and Workflows
Most AI integration services hand you a chatbot demo that never touches the tools your team actually uses. NoFluff wires LLMs into your existing software, data, and workflows: API integration, RAG on your own documents, and agentic workflows that run inside the stack you already have. The result is fewer manual handoffs, not another login.
Integrated, not bolted on
We integrate AI into your business inside the tools you already run, like your CRM, helpdesk, and database, instead of shipping a standalone app nobody opens.
RAG on your own data
Retrieval-augmented generation grounded in your docs, tickets, and knowledge base, so answers cite your real information instead of hallucinating generic text.
Agentic workflows that act
Multi-step agents that read, decide, and write back to your tools via API, so a request moves through your ops without a human copying data between tabs.
Founder-led, model-agnostic
You scope directly with the founder, and we pick the model (OpenAI, Anthropic, open-weight) that fits your accuracy, latency, and cost, not whatever we resell.
What our artificial intelligence integration services actually do
We connect LLMs to the software you already run. API integration: we wire models into your CRM, helpdesk, ERP, and internal tools so AI reads and writes real records, not a sandbox. RAG on company data: we index your documents, tickets, and knowledge base into a vector store so responses are grounded in your information and cite their source. Agentic workflows: multi-step agents that classify an inbound request, pull the right context, take an action, and update the system of record, all wired into your existing tools. We also handle the unglamorous parts that make integration hold up in production: auth, rate limits, evals, guardrails, logging, and a fallback path when a model is wrong. Deployed systems, not slide decks.
Why most AI development agencies underperform
Most AI development agencies optimise for the demo, not the integration. They ship a slick chatbot that lives on its own URL, never touches your CRM, and quietly dies once the novelty fades. The hard 80% of any real AI integration is plumbing: clean data access, retrieval that actually returns the right chunk, error handling when the model is confident and wrong, and evals that catch regressions before customers do. Generic AI integration services skip that work because it does not screenshot well. They also lock you into one model or framework to protect a markup. NoFluff treats integration as engineering: we measure accuracy on your real cases, build a fallback for every failure mode, and instrument everything so you can see exactly what the system is doing.
How NoFluff engagements work, with pricing
Free audit (30 minutes, founder-led): we map where AI integration moves a real number in your ops and pick the highest-leverage two or three use cases. Pilot ($500-$1,500, 2-3 weeks): we integrate one workflow end to end, usually a RAG assistant or an agent wired to a single tool, and prove the accuracy on your data. Full integration ($2,000-$6,000 one-time, 4-6 weeks): multiple workflows wired across your stack with evals, guardrails, and monitoring. Ongoing ($300-$2,500/month): maintenance, model upgrades, and new use cases as you scale. Global payment via Stripe, Wise, or ACH. No lock-ins, transparent pricing, kill it anytime.
Common Questions
FAQ
We integrate AI into your business across three layers: API integration that connects LLMs to your existing software (CRM, helpdesk, ERP, internal tools), RAG on your own data so answers are grounded in your documents and cite their source, and agentic workflows that take multi-step actions inside the tools you already use. We also build the production parts most AI development agencies skip: auth, evals, guardrails, logging, and a fallback for when the model is wrong.
Pilot: $500-$1,500 for a 2-3 week proof on one workflow. Full integration: $2,000-$6,000 one-time for multiple workflows wired across your stack with evals and monitoring. Ongoing maintenance and new use cases: $300-$2,500/month depending on scope and call volume. Model and infrastructure costs (OpenAI, Anthropic, vector store, hosting) are billed at cost on top. Global payment via Stripe, Wise, or ACH, with no long-term lock-in.
A pilot ships in 2-3 weeks and proves accuracy on one real workflow. A full integration across multiple workflows takes 4-6 weeks to deploy. You typically see the first measurable result, fewer manual handoffs or faster response times, within the pilot itself, since we integrate into live tools rather than building a separate demo. Compounding gains come as we add use cases over the following months.
No. The point of our AI integration services is to wire LLMs into the stack you already run, not to migrate you onto something new. We integrate via the APIs of your current CRM, helpdesk, database, and internal tools, and we stay model-agnostic so you are not locked into one vendor. If a tool has no usable API, we will tell you upfront and scope a workaround instead of forcing a rebuild.
Ready to see your AI ROI in 30 minutes?
Book a free strategy call with the NoFluff founder. We map your automation opportunities and give a concrete next step — with or without us.