Inbox & ticket triage
Classify, route, and draft responses to support or sales inquiries automatically.
Automation with real judgment
AI automation that knows when to think
We design automations that use an AI model for the steps that need judgment, and plain rules for everything else — so nothing is over-engineered.
Quick answer
Nuttifox builds AI automations that add a language model only where a rule genuinely can't do the job — classifying ambiguous input, drafting a first pass, or reading unstructured context. Everything else stays rule-based, so it's cheap to run and easy to debug. We default to n8n as the runner and Claude for the judgment step, and every AI step ships with a confidence threshold and a human review fallback. Most automations ship in two to four weeks — roughly $4,000 to $8,000 at our $2,000 a week rate.
Summarize with AI
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Use casesWhere it fits
Content operations
Summarize, tag, or repurpose content across your CMS and marketing tools.
Lead qualification
Score and route leads using both CRM data and unstructured context an AI step can read.
Data cleanup at scale
Normalize and enrich messy data that plain rules can't reliably parse.
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ProcessHow we work
01
Map the decision points
Find exactly where judgment is needed versus where a rule is enough.
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DeliverablesWhat you get
The automation running live in your own stack
n8n workflows in your account, not ours
Every prompt and guardrail written down, not buried in a node
A run log showing what the AI decided and why
A documented fallback for each step that can fail
A handover walkthrough with whoever will maintain it
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InteractiveScope it yourself
scope.txt
SCOPE CONSOLE
Describe the process. See what we'd build.
Type a process you run by hand. This scopes it live into the same shape we'd actually ship — real tools, real sequence, with the judgment step marked.
›
describe a process you run by hand
BLUEPRINT · IDLE● LIVE
› what process eats your week?
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Related work
A small senior team you don’t have to manage.
Tell us the outcome you need. We scope it, build it, and hand it over — same people from kickoff to launch, no junior bench, no hand-off gap.
Book a callIndependent studio
300+Projects shipped since 2009
17 yrsIndependent, senior team
1 wkTypical time to a first live page
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AnswersFAQ
faq.mdx
01
What does an AI automation cost?
Most automations take two to four weeks, which is roughly $4,000 to $8,000 at our $2,000 a week full-time rate. Smaller single-flow builds often fit inside flexible support at $600 a day or $1,280 a week.02
What's the difference between this and basic n8n automation?
Basic automation is pure rules. This is the same infrastructure with an AI step added specifically where a rule would be too brittle or too complex to maintain.03
How do you prevent the AI from making bad calls?
Every AI step ships with a confidence threshold and a fallback — either a safer default action or a human review queue.04
Which AI model do you use?
Primarily Claude, for its reasoning and instruction-following, though the automation layer is model-agnostic if you have a preference.05
Can this run on our existing automation platform?
Yes — we default to n8n but can build the AI step into whatever automation platform you already run./07
Guides & termsRelated reading
Have something to build? Let’s ship it.
Book a call