Focused knowledge systems first release
A scoped engagement that ships the core outcome first — then iterates with stakeholder feedback and written next steps.
Service
Retrieval-augmented generation over docs, wikis, and product data — with citations you can trust.
Mak IT Solutions delivers knowledge systems as a structured studio engagement — discovery, design, implementation, QA, and handover — not a loose collection of freelance tasks.
Retrieval-augmented generation over docs, wikis, and product data — with citations you can trust.
Stakeholders receive a written plan, demoable milestones, and documentation so internal teams can operate the result confidently after go-live. When adjacent technologies are a better fit, we say so; when this capability is the right path, we staff and deliver it with clear ownership.
If any of these sound like your organization, this engagement is a fit.
Common blockers we address up front in structured delivery.
We define the first release and success criteria before build begins.
Milestone demos and quality gates keep progress visible to stakeholders.
Documentation and training so your team is not dependent on a single contact.
We recommend (or fit) technologies your organization can own long term.
Concrete delivery areas typically included when organizations engage Mak IT Solutions for RAG & Knowledge Systems.
Discover goals, constraints, and success metrics for knowledge systems
Design the approach, UX (where relevant), and delivery plan
Build in iterative releases with quality gates and demos
Launch, measure outcomes, and hand over with clear ownership
Related work
Selected AI and agent automation engagements — knowledge assistants, document AI, and workflow agents in production.
AI Automation
An agent reads referrals, pulls payer rules, drafts auth packets, and flags exceptions for clinicians — cutting days of back-and-forth into a governed queue.
62% — Less staff time on auth prep
AI Automation
Staff ask in plain language and get cited answers from policies and product docs — with a clear path to human support when confidence drops.
46% — Fewer repetitive internal tickets
AI Automation
Grounded agents resolve common tickets, open refunds within policy, and escalate with a full thread summary so humans never restart from zero.
47% — Tickets contained without agent
AI Automation
Agents classify ID packs, extract fields, score completeness, and route incomplete files — with audit trails compliance teams can defend.
4× — Faster first-pass completeness
AI Automation
Agents enrich SKUs, catch missing attributes, sync channel-ready copy, and open tickets only when confidence drops below policy.
70% — Manual catalog edits removed
AI Automation
Agents watch tracking events, propose recovery options, message carriers, and log customer-ready status — ops only touches true edge cases.
55% — Exceptions auto-resolved
Samples
Representative engagement patterns for RAG & Knowledge Systems — scope and timeline vary by goals and constraints.
A scoped engagement that ships the core outcome first — then iterates with stakeholder feedback and written next steps.
Upgrades to performance, UX, and integrations that make an existing capability easier to operate and grow.
Architecture and delivery work to support higher usage, clearer admin operations, and safer iteration.
FAQ
Clear answers before you kick off.
Packages
Give your team (or customers) a smart assistant that knows your company — without replacing the people who still need to make the final call.
Try AI on one real business problem before you invest more.
From $2,500 · 2–4 weeks
See what’s different →
Ask questions in plain language — get answers from your own files, policies, and FAQs.
From $5,000 · 4–8 weeks
See what’s different →
A helpful AI inside your website or tools — drafts, answers, and guides people step by step.
From $6,500 · 6–10 weeks
See what’s different →
A chatbot that answers from your knowledge base — and connects customers to a real person when needed.
From $4,500 · 4–8 weeks
See what’s different →
Share your goals and timeline — our team will propose a clear delivery path with milestones.