Turn your knowledge base and web research into expert articles

Combines facts from your own knowledge base with fresh web research to write credible, well-sourced articles.

How the work actually flows

It branches. Every path runs; all paths must finish before it continues; runs once per each key question.

Pattern: Parallel Split (2) · Synchronisation (3) · Multiple Instances without Synchronization (12)

flowchart TD trig>"topic submitted via form"]:::trig s0["break topic into key questions"]:::task s1[["combine findings into brief"]]:::mi s2["write article with citations"]:::task trig --> s0 s1 --> s2 gx{"+ which source to search"}:::gate s0 --> gx p00["search internal documents"]:::task gx -->|"internal knowledge base"| p00 p10["search current web sources"]:::task gx -->|"live web"| p10 jn{"+ combine findings"}:::gate p00 --> jn p10 --> jn jn --> s1 out[/"source-cited article produced"/]:::out pay{{"hours of research saved"}}:::pay s2 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
Starts itA stepRuns once per itemEvery pathWaits for allResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
Knowledge Base & RAGSurvey & Feedback
Connects
LookioLinkupOpenAI

The problem it solves

Writing a genuinely well-researched article means digging through your own documents and searching the web for current facts, then stitching it all together with sources. Doing that by hand for every topic takes hours and often ends up thin or outdated.

Who it fits

Best for content marketers, technical writers, or agencies who need in-depth articles backed by both internal expertise and current web sources.

How it works

  1. You submit a topic through a form
  2. AI breaks the topic down into the key questions it needs to answer
  3. For each question, it searches your internal knowledge base and the live web at the same time
  4. The findings from both sources are combined into a research brief
  5. AI writes a full article with citations from your documents and the web
What you get

Articles drafted with sources already cited

You get a full, well-sourced article written from both your own knowledge base and fresh web research, citations included.

What you get

A finished, source-cited article grounded in both your internal knowledge and current web research.

What you need

A Lookio account, a Linkup account, and an OpenAI API key.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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