Questions, answered.

[  FREQUENTLY ASKED  ]

What ALIF LABS is, how it works with your data and systems, and how to get started. Still curious? Book a call.

[  THE PLATFORM  ]

01 What is ALIF LABS?

ALIF LABS is an enterprise-AI company. We build AI agents and automations that work inside your business processes — not alongside them — so the distance between a question and a decision-grade answer gets shorter. Instead of one more tool your team has to open, ALIF turns the AI already in your applications into agents that do real work across the systems you run today.

02 How is this different from ChatGPT or a chatbot?

A chatbot answers; an agent acts. General chatbots talk about your work from the outside, with no grounding in your data and no access to your systems. ALIF agents operate inside your processes — reading from and writing to the tools you already use — and every answer is accountable to your own data. It is built for the complexity real enterprise work requires, not one-off questions.

03 What is the ontology, and why does it matter?

The ontology is a living model of your business — the objects, data, and actions that make up how you actually operate, such as customers, deals, contracts, and shipments, along with the relationships between them. Agents reason and act against that shared model instead of guessing, which is what lets them give grounded, decision-grade answers and take the right action across systems.

04 Can the agents actually do things, or just answer questions?

They act. ALIF agents draft call-prep briefs, populate RFPs and security questionnaires, update your CRM after meetings, triage and resolve support tickets, and synthesize reporting — across the systems where the work actually lives. Going beyond chat to agents and automations that complete the task is the whole point of enterprise autonomy.

05 Which AI models does ALIF use?

ALIF is model-agnostic. It works with leading models — including those from OpenAI, Anthropic, and Google, among others — and uses the right one for the job. Because every answer is grounded in your data and cites its sources, the value comes from that grounding, not from any single model.

[  YOUR DATA & SECURITY  ]

06 Do you train on our data?

No. ALIF is grounded, not trained. Your data stays yours — we do not train models on it — and answers are generated from your latest information with sources you can check. That is how every response stays accountable and current, instead of baked into a model you cannot audit.

07 How does ALIF connect to the systems we already use?

ALIF plugs into the data platforms and applications you already run — from ERP, CRM, and data warehouses such as SAP, Salesforce, Snowflake, Oracle, and Databricks, to everyday tools like Google Drive, Slack, ServiceNow, and Zendesk. Agents work inside those systems and respect the access and permissions you have already set.

08 Is our data secure?

Security is the starting point, not an afterthought. We do not train on your data, agents operate within your existing access controls and permissions, and every answer is traceable to a cited source. Your information stays yours and is never shared.

[  GETTING STARTED  ]

09 Which teams and industries is ALIF for?

ALIF fits knowledge-heavy work across Sales & GTM, Marketing, in-house Operations (HR, Finance, and Legal), and Customer Support. We work with financial services, private equity, law firms, consulting, technology, and industrial organizations — anywhere the distance between a question and an answer is expensive.

10 What results can we expect?

Results depend on the workflow, but engagements have delivered roughly 10 hours saved per week per employee at a fintech scale-up, 62% less meeting-prep time at a global law firm, and 95% faster product answers at a leading manufacturer. We map the highest-impact workflows first, so value shows up early.

11 How do we get started, and how long does it take?

It starts with a 30-minute intro call. From there we run an opportunity review to map where agents save the most time and reduce the most risk, then hand you a tailored roadmap with clear next steps. Book a time below and we will take it from there.

Book a 30-minute intro on Calendly

KNOW FASTER.

See where AI agents create the most impact inside your processes.