AI Domain Assistants

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All Your Documents Transformed into 

Trusted, Conversational Expertise 

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Make domain knowledge instantly accessible so teams and communities get accurate, localised advice when it matters. 

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Deliver trusted answers instantly

Retrieve passages from your source material so users get grounded, verifiable guidance rather than generic responses. 

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Scale expert support

Provide 24/7 domain expertise (e.g., extension officers, legal advisors, HR) without hiring more specialists. 

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Improve accuracy with provenance

Every answer cites the originating document and passage so users can verify context and auditors can trace decisions. 

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Localise and include everyone

Support multiple languages and regional context so advice is relevant and usable across locations. 

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Reduce knowledge-friction

Embed searchable, conversational access into WhatsApp, web chat or internal portals so people get help in the moment of need. 

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WHY USERS NEED KNOWLEDGE NODES

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Expertise is trapped in files and people


Research papers, manuals and guides are hard to search and not available at point‑of‑need. 

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Inconsistent advice harms outcomes

Variations in interpretation create risk, waste and poor customer or farmer outcomes. 

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Scaling human experts is expensive

Traditional extension or advisory services can’t reach everyone, everywhere, at scale. 

 

KEY USER-FOCUSED FEATURES

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Passage‑level retrieval

Returns exact source excerpts that directly support answers.

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Retrieval‑Augmented Generation (RAG)

Merges retrieved facts with concise natural‑language responses while always linking back to sources. 

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Multilingual support & localisation

Answers in local languages and dialects with regionally appropriate guidance. 

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Source anchoring & citation

 Show source title, page and excerpt for every response to ensure traceability. 

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Configurable access & relevance tuning

Control who sees which sources and tune retrieval relevance for your domain language. 

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Conversation memory & context

Maintain session context so follow‑ups are coherent and actionable. 

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Analytics & query auditing

Track common questions, knowledge gaps and answer satisfaction to prioritise content updates. 

RURAL FARMERS ACROSS SOUTH AFRICA USE KNOWLEDGE NODES

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By integrating Knowledge Nodes, SAAI launched

the powerful AI Farmer, enabling farmers from all

demographics to farm smarter.

REAL - WORLD IMPACT

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Agriculture (AI Farmer / Saai)


Farmers get local, language‑specific pest and husbandry advice that’s anchored to research and extension manuals. 

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HR & People Ops

Staff access policy interpretations, role‑specific onboarding sequences and case examples instantly. 

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Legal & Compliance

Quick retrieval of clauses, precedents and regulatory guidance with source evidence for audits. 

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Field services & ops

Technicians get step‑by‑step instructions pulled from manuals and service guides at the point of repair. 

BOOK A DEMO

Knowledge Nodes turn static documents into living, verifiable expertise; empowering your people with fast, localised, source‑backed answers when they need them most. 

Book a personalised demo to see Knowledge Nodes deliver measurable impact in days. 

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