AI Systems
Grounded answer systems for independent professionals
For independent professionals, the knowledge that matters lives in policies, catalogues and contracts: the system answers from them with citations, and stays silent where they are silent.
We run it ourselves
Sijil's consultant answers from a grounded dossier-plus-engine context: the same discipline, shipped for you.
Live in productionDeliverables
What lands on your desk
Your documents prepared: chunked and indexed the way your team works
Answer layer that cites the source line for every claim
Refusal behaviour tuned: what routes to a human instead
Freshness: re-indexing when the documents change
Methodology
Operational execution
Audit the corpus: what is current, conflicting or dead
Ground and test against questions your team actually gets
Tune refusals until wrong answers stop appearing
Ship with the citation view and freshness loop
Sector Focus
Industry-specific requirements
Critical sector priorities
Independent professionals need to invoice legally without a company's weight, and to know plainly when the permit stops being enough.
How our capabilities map to this industry
Permit options are compared on what you may legally do, with the upgrade-to-company moment named rather than sold.
Sector FAQ
Straight answers to technical questions
Is this just a chatbot on my files?
The difference is discipline: citations on every claim, refusal where the corpus is silent, a conflict surfaced rather than averaged. A chatbot guesses beautifully; a grounded system knows where it stops.
What about confidential documents?
The corpus stays yours: deployments can run inside your perimeter, and access control travels with citations. A reader only ever sees answers grounded in documents their role may read.
How do you stop stale answers?
Documents carry versions and the index carries timestamps; when a source changes, affected answers re-ground or stop being served. Silence beats confident age.
We build. We prove. Then we serve.
Start with your specific requirements.
One WhatsApp message in Arabic or English: define the specific workflow you want automated, and our response will provide an exact technical scope based on your real operations.
Architecture