AI where it persuades
The model drafts the words of a quotation or a follow-up. It drafts; it does not decide.
In the products: the quotation text the AI drafts
Dorvo Labs LLP · AI product lab · India & international
AI systems that show their working.
Dorvo Labs is the small lab behind Dorvo and Dorvo Logistics. Everything we build runs to one set of rules: AI where it persuades, deterministic code where it must be right, a person at every approval, and a record nobody can rewrite.
or write to team@dorvolabs.com
- Dorvo · live — opens in a new tab
- Dorvo Logistics · live — opens in a new tab
- Born in production, not in slides
- Fixed scope · weeks, not years
AI proposesProposesModel unavailableDraft quotationRead enquirySummarise a threadWrite follow-upClassify an enquiryYour workflowGuardrailsNumbers · schema · policyDraft changed the price — rejectedChanged the price — rejectedDeterministic engineEnginePrice set by code, not by AIPrice by code, not AIDeterministic template · AI not consultedTemplate · AI not consultedA person approvesApprovesLeadershipApproved · LeadershipAppend-only ledgerLedger
The model drafts the words; the price comes from code
Numbers and policy are checked by code, not by the model
Same input, same answer — code, not a model
A named person signs, and it is recorded
History is never edited; corrections are new entries
- AI proposes — The model drafts the words; the price comes from code
- Guardrails — Numbers and policy are checked by code, not by the model
- Deterministic engine — Same input, same answer — code, not a model
- A person approves — A named person signs, and it is recorded
- Append-only ledger — History is never edited; corrections are new entries
What we build
What we build — and what every build ships with.
Research, design and delivery of AI-native software, for clients in India and internationally. Every system below ships with an audit trail, a person at every approval and a path that works when the model is down. Where a line is advice rather than software, it says so.
ServiceWhat it isShips with
01
Agentic AI systems
Agents that read, draft, classify and propose — with a fixed set of tools, a budget and a stop condition. What an agent may touch is written down before the first line of code.
Audit trailApprovalsFallback
02
Autonomous workflows & intelligent automation
Enquiry inboxes, quotation pipelines, approval chains, document generation. Long-running flows that survive a restart and leave a record at every step.
Audit trailApprovalsFallback
03
AI-native products
Full products, from data model to mobile app, designed so the model is a feature of the system rather than the system itself.
Audit trailApprovalsFallback
04
Cloud platforms & in-region deployment
Deployed in the region your data must stay in. In-region deployment in Doha or Dammam is already built into Dorvo.
Audit trailApprovalsFallback
05
Custom software & integration
Your ERP, accounting, CRM or messaging stays where it is. We build what is missing and connect it through documented APIs, with every exchange logged.
Audit trailApprovals
06
Consultancy & technical support
An engineer looks at your process and tells you, in writing, what to automate, what to keep deterministic and what should stay human. After go-live, support from the people who built it.
In writing
Engineering rules
Six rules every system we ship obeys.
Not aspirations. Each one lives somewhere concrete — a deterministic engine, a workflow state, a vault — and each one is running in the products you can open today.
Deterministic code where it must be right
Prices, margins, load plans. Engines compute them from your own data — the same answer for the same input, every time. The AI never sets a price.
In the products: the pricing and load-planning engines
A person approves
Consequential actions — a quotation going out, a price sent to a customer — wait for a named person. Two stages: Sales, then Leadership.
In the products: two-stage approvals
Nothing is ever overwritten
Versions, approvals and history are append-only. A correction is a new entry, never an edit.
In the products: the immutable audit trail
An outage never blocks business
Every AI feature has a deterministic fallback. If the model is down, the work still goes through — by the deterministic route.
In the products: the deterministic fallback when AI is down
Confidential by rule, not by screen
Costs live in a leadership-only vault — not behind a tab someone might find.
In the products: the leadership-only cost vault
The Dorvo family
The rules, shipped.
The Dorvo platform was built to run a real engineering business end to end — and still does. Both products are live; open either.
- LiveAutomation you can auditOpen dorvo.app (opens in a new tab)Illustration of the Dorvo pipeline board: Enquiry, Quotation and Approval columns, an AI-drafted quotation and an approved one.
Dorvo — AI-enabled CRM & workflow automation
One sentence becomes a priced, branded quotation in under 60 seconds — and the AI never sets a price. Two-stage approvals, an immutable audit trail, a leadership-only cost vault, and a deterministic path when the AI is down. Gulf-first: AED, SAR, QAR and more; Sunday–Thursday weeks; in-region deployment in Doha or Dammam. English and Arabic. iOS and Android.
Numbers from Dorvo
< 60 s
from a sentence to a quotation PDF
100%
of approvals on an immutable audit trail
2
PDFs per quote, customer proposal and internal costing
8–10
week implementation programme
Figures from dorvo.app. They describe the Dorvo product, not a promise for client work.
- LiveMargin protectedOpen logistics.dorvo.app (opens in a new tab)Illustration of a Dorvo Logistics load plan: boxes packed into a 32-ft container, heavy ones low and a fragile one on top, with volume and payload meters and a margin-locked badge.
Dorvo Logistics — AI freight quoting for Indian road transport
Reads enquiries from email or WhatsApp, picks the right truck, plans the load in 3D and prices against your vendors’ rate cards with a hard margin floor. Deterministic engines where it counts. The AI never invents a rate.
- Email · WhatsApp intake
- 3D load planning
- Hard margin floor
PRODUCT HISTORY — APPEND ONLY
- CRMEnquiry capturein production
- CRMCosting and dual PDFsin production
- CRMTwo-stage approvalsin production
- CRMAppend-only audit trailin production
- CRMDeterministic fallback when AI is downin production
- CRMEnglish and Arabic, iOS and Androidin production
- LOGEnquiries read from email and WhatsAppin production
- LOG3D load planningin production
- LOGVendor rate cards with a hard margin floorin production
How we engage
Fixed scope. Weeks, not years.
The Dorvo platform installs in an 8–10 week programme. Client work is scoped the same way: one written scope, one production date. The people who scope it build it — and answer the email after.
- Step 1:
Scope
We write down what the system will do, what the AI may touch and what it may not, and who approves what. You have it as a document before anything is built.
Deliverablea written scope
- Step 2:
Build
Deterministic engines and the data model first, on your real data. The AI layer goes on top, fenced from the figures it must not set, from day one. You see working software as it grows, never a reveal at the end.
Deliverablerunning software, not slides
- Step 3:
Prove
Runs beside your current process on live work. Approvals wired, audit trail on, fallback tested by switching the model off.
Deliverablea rehearsed go-live
- Step 4:
Ship & stand by
Production, handover and support from the engineers who built it. Scope changes and decisions during the build are recorded, not re-negotiated from memory.
Deliverableproduction, and the people who built it
India · Gulf · international
Already handled in production.
We are an Indian LLP and our products are proven in the Gulf. The conventions below are running in the products today — we do not learn them on your project.
Gulf currencies — DorvoThe Gulf working week, built in — DorvoArabic interface at dorvo.app/ar — DorvoDoha or Dammam — DorvoEnquiries read from the channels customers use — Dorvo LogisticsiOS and Android apps — DorvoCustomer proposal and internal costing — DorvoPriced from real rate cards, never below the floor — Dorvo LogisticsThe right truck, the right load — Dorvo LogisticsSales, then Leadership — DorvoCosts, visible to leadership only — DorvoWork continues when the model is down — Dorvo
We do not publish client names. Ask us and we will tell you what we can.
Are we a fit?
Anywhere a wrong number costs money.
We are most useful where a process has a number that must be right and a moment when someone must sign. Read both columns before you write.
Good fit
A workflow that runs on email, WhatsApp and spreadsheets, and should run on software.
That is the shape of problem the Dorvo platform was built to solve.
A place where a wrong number costs money — a price, a margin, a load.
A model where it helps, deterministic code where the money is, a record under both.
One small team from the first call to support.
The people who scope it build it. There is no delivery team behind the sales team.
Better served elsewhere
A large bench of developers on time-and-materials.
We run small fixed-scope programmes. A staffing firm will serve you better.
A chatbot to demo rather than a process to run.
We build software that has to survive month six.
A firm date before anyone has looked at the problem.
Scope comes first so that the date we give you is one we keep.
Start here
Bring us one workflow you don't fully trust yet.
A quotation that still goes out on a spreadsheet. An approval that lives in someone's chat. An inbox nobody wants to own. Tell us the process, who touches it, and the number that must never be wrong. An engineer reads it — and comes back with what we would automate, what we would keep deterministic, where a person must approve, and a straight answer on whether we are the right people.
Talk to the team
Read by an engineer, not a sales queue. No form, no bot.
What to include
- The process, in a paragraph
- Who touches it
- Where it breaks
Enquiry received · read by a person · appended.
Prefer to see it first?
Open dorvo.app or logistics.dorvo.app. Everything on this page is running there.