The Rise of Contextual AI in 2026
How LLMs are evolving to understand business logic, not just keywords—and what it means for enterprise teams.
Stop losing hours to scattered docs, Slack threads, and tribal knowledge. Deepli turns your entire workspace into a single, cited, bilingual AI that answers any question — in 0.3 seconds.
Connects with every tool your team uses
Knowledge is everywhere and nowhere. Critical decisions buried in Slack archives. Client commitments trapped in someone's inbox. Policies scattered across three wikis and a shared drive nobody can find. The cost? Measured in burnout, mistakes, and deals that slip.
From siloed files to cited answers — Deepli connects your data, organises it into secure workspaces, and lets anyone ask questions in plain language.
One search bar across every source you connect. Hybrid keyword + semantic ranking finds what you mean, not just what you wrote. Filter by scope, date, author, type, or source in one click.
Separate spaces for HR, Legal, Sales — each with its own document set, members, and ACL rules. Users only see results they're already allowed to see.
Scope the AI to a workspace, a collection, or a single file. Every answer links back to the exact source passage — no guessing, no hallucinations.
ACLs mirrored from Drive & Slack, re-verified at answer time. No leaks, ever.
100% grounded answers with sentence-level citations back to the source document.
Auto-maps relationships between people, projects, and decisions across all sources.
Query in English or Japanese. Deepli translates concepts, not just words.
Securely link your workspace in minutes. No migrations. No disruption.
AI builds a secure 'brain' of your documentation while respecting permissions.
Ask anything and get cited answers instantly—in the language you prefer.
Native API-level integration with your entire SaaS ecosystem. Zero maintenance.
Understands relationships between files, conversations, projects, and people.
Inherits your existing access controls without adding a single configuration step.
500+ teams across finance, tech, healthcare, and legal rely on Deepli every day.
We replaced three internal tools with Deepli. Our engineers stopped pinging senior devs in Slack because the answer is just there, cited, in seconds.
The permission mirroring sold our CISO instantly. No other AI tool respects our ACL graph this cleanly. We went from "absolutely not" to company-wide rollout in 6 weeks.
RFP responses used to take my team 3 weeks. With Deepli pulling from our past answers, we submit in under 48 hours. Win rate up 18% since rollout.
Tailored intelligence workflows that help every department move faster and with more confidence.
Stop searching. Start shipping. Experience the power of institutional memory that actually works.
Deepli is more than a search bar. It's an intelligent knowledge engine that connects your team to the precise information they need, when they need it.
Our retrieval engine doesn't just match keywords — it interprets intent, preserves context across long documents, and reads complex tables and diagrams as semantic structure, not flat text.
Deepli doesn't just index documents — it maps the relationships between them. People, projects, decisions, and data points all become nodes in a living semantic graph that gets smarter with every query.
No more guessing where an answer came from. Every claim in every Deepli response links directly back to the source passage — auditable, trustworthy, and fully transparent.
Deepli inherits the permissions already configured in your source systems. If a user can't access a file in Google Drive, they won't see it — or even know it exists — when searching in Deepli.
Create isolated workspaces for HR, Sales, Legal, and beyond. Deepli mirrors your existing ACLs so users only ever see documents they're already allowed to view — enforced at query time, not just at index time.
Deepli's hybrid engine combines exact keyword matching with deep semantic understanding. Search globally across all your files, zoom into a workspace, a collection, or a single document — with instant results and smart ranking at every scope.
Deepli's RAG chatbot is scoped to exactly the data you choose. Ask across a full workspace for multi-document synthesis, narrow it to a collection, or focus on a single file — with source citations on every paragraph and a transparent "I don't know" when data falls short.
Each workspace has its own scoped document set and member list. AI queries never leak across workspace boundaries.
Permissions are mirrored in real-time from Drive, Slack, and other sources. Late-binding checks ensure security at answer time, not just index time.
Mark critical workspaces and documents as Verified so teams can trust the authority of the information they're querying against.
Admins decide exactly which documents appear in each workspace and who has access — no accidental data leakage from bulk indexing.
Users can group any files they have access to into a collection for faster, focused search and chat — without waiting for an admin.
Admins can manually promote users or rely on Deepli's automatic suggestions based on how frequently a user interacts with workspace content.
One search bar to find any file the user has permission to see, across every connected source.
Exact-match keyword search fused with vector similarity ranking. Results prioritize semantic relevance within the selected scope.
Filter by scope (all files, workspace, collection), date range, author, file type (doc, image, spreadsheet), or source (Slack, Drive, Jira).
Results inside the workspace surface first. Files outside the workspace appear below with a clear boundary — so context stays relevant.
Search is restricted to files in the collection only. Returns only relevant text passages — no noise from outside the chosen set.
When searching within a specific file, Deepli surfaces an Instant Answer preview directly beneath that file's result — no extra click needed.
Every answer is derived 100% from data in the active workspace. The model never relies on external knowledge or hallucinated facts.
Every sentence of the answer cites the exact source — file name, page, or Slack thread — with a direct link back to the original.
One-click templates for common tasks: summarize a document, draft an email, compare two files, or identify action items from a meeting.
Deepli identifies internal subject-matter experts by analysing document authorship history — so you always know who to loop in.
Users rate answers to help admins identify data gaps and fine-tune the workspace dataset — continuous quality improvement built in.
When the current scope lacks sufficient data, the AI tells you clearly and asks if it should expand to your broader accessible data — never silently guessing.
Native API-level integrations. No migrations. No duplicated data. Set up in minutes.
+ 40 more integrations. Custom SDK available for internal systems.
Deepli is built for regulated industries. Your data stays yours — encrypted, isolated, auditable, and never used to train our models.
Join hundreds of organizations that have turned their static documentation into an engine of insight.
From contract review to incident response — Deepli adapts to how each department actually works.
Stop paging through PDFs. Deepli instantly surfaces precedent clauses, flags deviations from your standard terms, and answers regulatory questions with citations back to the actual source document.
Deepli unifies your RFCs, architecture docs, Slack threads, and GitHub history so engineers get the full context of any decision — without interrupting senior staff.
Deepli unifies past deal docs, security questionnaires, product specs, and competitor intel — so reps answer prospect questions instantly with approved, on-brand language.
PTO policies, benefits details, career frameworks, company guidelines — Deepli turns your HR handbook into a 24/7 assistant that answers employees accurately, without flooding your HRBP inbox.
Stop digging through email chains to verify a vendor's contract terms. Deepli connects POs, contracts, invoices, and spend policies into a single queryable layer for your finance team.
Deepli cut our legal review cycle from 11 days to under 3 days. For the first time, our contracts team isn't the bottleneck in closing deals.
Book a 30-minute consultation with our solutions team. We'll map your use case to a concrete plan.
Stay ahead with the latest in enterprise search, AI ethics, and knowledge management.
How LLMs are evolving to understand business logic, not just keywords—and what it means for enterprise teams.
A guide to building a neural network of your organization's scattered data, conversations, and decisions.
Implementing permission mirroring without sacrificing search speed—lessons from 500+ enterprise deployments.
A deep dive into AI-driven discovery for modern organizations.
Unveiling our new multi-modal RAG engine and SaaS connectors.
Hands-on session with our engineering team on graph architecture.
Watch a 15-minute walkthrough of how enterprise teams use Deepli to unlock institutional memory.
Deepli is an AI product by MOR AI — the artificial intelligence research division of MOR Software, one of Vietnam's top 10 technology companies.
Deepli started as an internal frustration. Our engineers at MOR Software were spending hours every week hunting for decisions buried in Slack, specs lost in Confluence, and policies scattered across three wikis. We tried every enterprise search tool on the market. None of them understood context. None respected our permissions. None worked in both English and Japanese.
So we built our own. What started as a weekend hack in 2023 became a full product line inside MOR AI — the AI research and product division of MOR Software JSC. Today, Deepli serves 500+ enterprise teams across Tokyo, San Francisco, and London.
Deepli inherits the engineering discipline that made MOR Software a 4-time Sao Khue Award winner and a Top 10 Vietnam ICT company. But it adds something MOR Software's outsourcing clients always asked for: an AI that sees everything your team knows — and nothing it shouldn't.
MOR Software JSC is a leading software development outsourcing company founded in 2016 in Ho Chi Minh City, Vietnam. With 550+ engineers and offices across Vietnam, Japan, South Korea, and the United Kingdom, MOR has delivered 1,000+ projects to 550+ international clients — from Forbes Vietnam Top 50 enterprises to Silicon Valley startups.
MOR specializes in custom software development, mobile apps, web platforms, AI/ML systems, and blockchain solutions. The company holds ISO 9001:2015 and ISO 27001:2013 certifications, recognized by VINASA as a Top 10 Vietnam ICT company, and won the prestigious Sao Khue Award four consecutive years (2020–2023).
MOR AI was established as MOR's dedicated artificial intelligence division — building proprietary AI products like Deepli and delivering custom AI solutions to enterprise clients worldwide. MOR AI combines MOR Software's decade of engineering discipline with cutting-edge research in retrieval-augmented generation, knowledge graphs, and natural language understanding.
We will never train our models on your data. Every deployment is isolated. Every query is audited. Every permission is mirrored. This isn't a feature — it's a founding principle.
The era of "47 results, none useful" is over. Deepli synthesizes, cites, and responds — in the language you think in.
We deploy in 14 days, not 6 months. We send quotes in 48 hours, not after three discovery decks. We answer support tickets in 47 minutes.
Whether you need enterprise AI search or custom software development — we've got you covered.
Transparently. Fairly. Matched to your use case — not to a tier someone else designed.
No hidden knobs, no surprise line items. Your quote is a function of these three factors — that's it.
Zero upcharges for the things enterprise buyers rightly assume should be standard.
We don't do 6-month procurement grinds. Here's exactly what to expect.
Most of our competitors hide everything until you've sat through three sales calls. Others bury you in credit math that nobody — not even their own reps — can explain. We think there's a better way.
Get your quote→30-minute call. No deck. Written quote within 48 hours. That's the whole process.
Whether you want a live demo, a security review with your CISO, or just to chat about use cases — our team responds within 4 business hours.
Tell us a bit about your team. We'll match you with the right specialist — solutions architect, security engineer, or executive sponsor.
Thanks for reaching out. A member of our team will email you within 4 business hours with next steps.