Retrieval that matches how you actually write
Chunking, metadata, and embedding hygiene matter more than the trendiest model. We structure ingestion around products, regions, and access tiers so answers respect who is asking.
AI & Automation
RAG assistants that cite sources, respect permissions, and improve with evaluation—not guesswork dressed as confidence.

Prefer email first? info@digiwaresolutions.com
Service overview
Conversational AI should cite your policies and products—not guess. We build retrieval-augmented assistants with chunking, access tiers, and evaluation loops so answers stay grounded. Ship to web, chat, and tickets with analytics on unresolved intents to improve content continuously.
Grounded answers from your own knowledge
Our approach
Chunking, metadata, and embedding hygiene matter more than the trendiest model. We structure ingestion around products, regions, and access tiers so answers respect who is asking.
Golden questions, regression suites, and human feedback loops keep hallucinations rare. We log unresolved intents so product and content teams know what to fix next.
Core capabilities
secure knowledge bases
Chunking, embeddings hygiene, and metadata filters keep answers tied to documents your organization actually trusts.
quality before rollout
Golden questions and regression suites catch quality drops before customers see a model or prompt change.
web, chat, tickets
One knowledge core powers web chat, Slack, and helpdesk widgets with channel-appropriate tone and routing.
PII & policy controls
PII handling, retention windows, and access tiers are designed in—not patched after a compliance review.
Why it works
Permission-aware retrieval
Citation-friendly responses
Continuous eval metrics
Typical conversational ai deliverables we scope, build, and hand over with documentation and enablement.
Structure documents, metadata, and access tiers so retrieval matches how teams search.
Connectors and schedules that keep embeddings fresh without exposing restricted content.
Brand voice, refusal rules, and tool use boundaries encoded as testable policies.
Golden questions, regression scores, and trends before and after model changes.
Escalations include citations, thread history, and suggested next actions for agents.
One knowledge core with channel-appropriate UX and routing rules.
Redaction, retention, and region choices documented for compliance reviewers.
How to add articles, re-index, and promote model versions without surprise regressions.
We optimize for factual alignment with your corpus—not generic chit-chat.
Staged traffic, kill switches, and audit logs for regulated contexts.
Dashboards for what failed, why, and which articles to update.
Swap or fine-tune models without rewriting your product.
How we work
Inventory sources, access rules, and success metrics.
Build retrieval, generation, and safety layers.
Ship to a controlled audience with telemetry.
Iterate on content, evals, and routing from real usage.
Partner commitment
“Digiware Solutions pairs senior engineers in Dallas and Lahore with transparent delivery—so your roadmap stays measurable from discovery through production.”
Digiware Solutions pairs senior engineers in Dallas and Lahore with transparent delivery—so your roadmap stays measurable from discovery through production.
Book Free Consultation