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.
Grounded answers from your data
RAG assistants that cite sources, respect permissions, and improve with evaluation—not guesswork dressed as confidence.
AI & AutomationOur 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.
Mission & Vision
Offerings
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.
Growing Our Business
Before we scope a sprint, clients ask how we price work, whether we can extend Shopify or AI in production, and what happens after launch. These are the questions we answer most often in discovery calls with merchants, startups, and enterprise teams.
Every answer below reflects how Digiware actually engages—fixed discovery, milestone delivery, and written ownership for engineering, compliance, and post-launch support.
Custom software development cost depends on scope, integrations, compliance requirements, and how much discovery is already complete. Digiware Solutions typically starts with a fixed discovery phase, then milestone-based delivery so you see budget, timeline, and technical approach before the full build. We provide transparent estimates for web apps, SaaS platforms, AI features, and Shopify extensions—priced to outcomes, not open-ended hourly burn.
Yes. Our team regularly joins brownfield products—reviewing architecture, automated tests, CI/CD, and security before shipping to production. We extend React, Next.js, Node.js, Python, .NET, and cloud-native codebases, documenting integration points so your in-house engineers retain ownership. Whether you need a feature sprint, performance optimization, or legacy modernization, we align with your repository and release process.
Yes. Digiware Solutions is a Shopify app development company building public App Store listings and private merchant apps—including checkout extensions, admin workflows, multistore catalog sync, AI product recommendations, and SEO tooling. We handle Shopify API compliance, listing assets, merchant onboarding, and post-launch updates. Browse our live Shopify apps for production examples.
Yes. We deliver custom AI development: agentic workflows, RAG assistants, computer vision for retail and security, voice agents, and AI customer support—with evaluation harnesses, observability, and human-in-the-loop controls. We document data flows, retention, and model boundaries before production traffic, aligned with your privacy and compliance policies.
Digiware Solutions pairs senior engineers in Dallas and Lahore with transparent delivery—so your roadmap stays measurable from discovery through production.
