Question 1

What is ForgeOrbis?

Accepted Answer

ForgeOrbis is India's sovereign operating layer for critical industries. It connects data from every system, document, machine and feed into one trusted model of an organisation's operations, so teams can ask, decide and act, with every answer cited and every action audited, inside their own network. It sits on top of the systems a company already owns, gives their records a shared meaning, answers plain-language questions with the source records behind every claim, and turns an approved decision into real changes in the systems that own them. The platform has five parts: Orbis Atlas connects the data, Orbis Ontology models the operation, Orbis AI decides and acts on Orbis, its own fine-tuned language model, Atlas Studio (on the roadmap) builds apps on it, and Orbis Deploy runs it. Two applications ship on it today: Log Intelligence, which answers questions about machine and system logs with exact, cited evidence, and Orbis Flow, which turns goals and findings into planned, assigned, tracked work. Everything runs inside your own network with zero data egress.

Question 2

What are Orbis Atlas, Orbis Ontology, Orbis AI, Atlas Studio and Orbis Deploy?

Accepted Answer

They are the five platforms of ForgeOrbis, in the order data becomes action. Orbis Atlas connects the systems a company already runs, reads their records in place and makes the data trustworthy. Orbis Ontology models those records as typed objects, the links between them and the actions allowed on them, with a history of every change. Orbis AI decides and acts on Orbis, EpicForge's own fine-tuned model: the Cognitive Kernel answers with the record behind every claim, and the Executor carries out only the actions a person approves. Atlas Studio, on the roadmap, is where teams will build their own apps on the Ontology. Orbis Deploy installs and runs everything inside the customer's perimeter, including on air-gapped networks. Log Intelligence and Orbis Flow are applications built on the platform, and Vishvaksha is the sister product for defence and intelligence.

Question 3

How is ForgeOrbis different from a data warehouse, a BI tool, or a knowledge graph?

Accepted Answer

Those tools solve part of the problem. A warehouse or data lake stores data but does not understand how records relate. A BI tool shows a number but cannot explain it or act on it. A knowledge graph models relationships but stops short of the business user and the action. ForgeOrbis is an overlay rather than a replacement: it connects the meaning across those systems, answers on that connected context with verifiable evidence, and executes approved actions back into the source systems with a full audit trail. It does not try to replace your warehouse.

Question 4

Which industries does ForgeOrbis serve?

Accepted Answer

ForgeOrbis serves 29 industries in five groups: maritime, logistics and aviation; energy and utilities; industrial and infrastructure; government and security; and services and digital. That includes ports and terminals, freight and warehousing, discrete manufacturing, IT operations, refineries, power, railways, pharma, police investigations, customs, telecom, banking and healthcare. Every industry follows the same seven steps, from raw data to approved action; only the sources, objects and actions change. Each industry page says plainly which parts run today and which are still being built.

Question 5

What is Orbis Flow?

Accepted Answer

Orbis Flow is the work-automation product in ForgeOrbis. A manager or scrum-master describes a goal in plain language and Orbis Flow drafts the epic and tickets with scope and acceptance criteria, assigns and estimates them, tracks them to done, and generates standups, retrospectives, and sprint reports. It runs standalone with Jira or GitHub, and can also turn a Log Intelligence finding into a cited ticket.

Question 6

What AI model does ForgeOrbis use?

Accepted Answer

Orbis, EpicForge's own language model. It is fine-tuned and optimized for grounded, cited answers and honest refusal on an Apache-2.0 open-weight base, then tuned on each customer's data and served on the customer's own hardware. It powers every part of the platform: the Cognitive Kernel that reasons across connected systems, Log Intelligence, and Orbis Flow.

Question 7

Does ForgeOrbis send my data to the cloud?

Accepted Answer

No. ForgeOrbis runs on Orbis, its own fine-tuned model, entirely inside your perimeter with zero data egress. It is air-gap capable; no log line, prompt, ticket, or answer leaves your network.

Question 8

How does ForgeOrbis avoid hallucinations?

Accepted Answer

Every answer is grounded in your logs. Counting questions are computed directly from your data, explanatory answers cite the exact file and line behind every sentence, and when nothing matches it replies NOT FOUND IN LOGS instead of guessing.

Question 9

Can ForgeOrbis run fully air-gapped?

Accepted Answer

Yes. ForgeOrbis can be deployed on-premises or in an isolated, air-gapped network. It needs no internet access to operate and ships with default-deny egress hardening.

Question 10

How accurate is ForgeOrbis?

Accepted Answer

Each release must clear a fixed gate on a golden set of real audit questions: 100% citation validity, at least 98% refusal accuracy on out-of-scope questions, and at least 95% retrieval recall, with instant rollback if a version regresses.

Every complaint, asset and contractor in the city: connected and accountable.

How ForgeOrbis works for smart cities.

Connect

Understand

Unify

Relate

Decide

Execute

Trust

What runs today, and what we are still building.

One site, one problem, measured in weeks.