10,000 DOCUMENTS. WHY DOES ONE ANSWER TAKE 30 MINUTES?
Employees lose time searching across documents, databases and institutional knowledge.
01The problem
Employees lose time searching across policies, manuals, proposals, project files, databases and institutional knowledge.
02Baseline
Search often depends on filenames, folders, keywords or asking the person who remembers where the answer lives.
03Root cause
The organization has information but lacks a reliable retrieval and evidence layer that can connect a question to the right source and present a usable answer.
04SMART target
Illustrative target
Reduce time-to-answer while preserving source grounding, access controls and human verification for important decisions.
05Solution
Connect approved repositories; parse/index content; retrieve relevant evidence; use RAG/LLM reasoning where appropriate; cite sources; integrate the answer into the employee workflow.
06Architecture
- Documents + Databases + Approved Knowledge
- Ingestion / Indexing
- Retrieval
- LLM / RAG
- Grounded Answer + Sources
- Employee Review
- Action
- Feedback
0790-day proof
Start with one high-value knowledge domain, a controlled user group and a measurable question set. Evaluate answer relevance, grounding, time saved, adoption and failure modes before expanding.
08Business case
How value would be calculated — assumptions, not claimed savings
Search/research time avoided × affected employees × loaded labor cost + cycle-time value − implementation/run cost.
09Guardrails
- Source permissions
- Confidential data boundaries
- Citation/grounding
- Hallucination evaluation
- Human verification
- Prompt/data security
- Logging and feedback.