Human Resources

The policy your team already wrote,

answered again by hand every week.

Handbooks, policies, benefits guides, role documentation, and years of institutional know-how live in separate systems: the HRIS, the intranet, shared drives, and people's heads. LangOptima ingests the HR documentation you already have and connects it into a single queryable knowledge base, so new hires and HR teams get answers in seconds, each one citing the source document.

1 source
Policies, handbooks, and benefits docs connected
Weeks → days
Representative shift in a new hire finding what they need
Full trail
Every answer cites the policy or document behind it
The Status Quo

The answers exist. Finding them is the job nobody was hired for.

A new hire asks how parental leave interacts with their contract, or which expense policy applies to their team. In many organizations the honest route to the answer is still asking a colleague, who asks HR, who searches the intranet.

📄

Documentation in silos

The handbook lives on the intranet. Benefits sit in the provider portal. Process docs sit in shared drives. In a 2021 APQC survey, knowledge workers reported losing about 8 hours a week to looking for, recreating, and re-answering information that already exists somewhere in the organization (APQC, 2021, self-reported).

🔁

Onboarding that runs on questions

Gallup finds only 12% of employees strongly agree their organization does a great job of onboarding, and its research suggests a new hire needs around 12 months to reach full performance (Gallup, 2018 and 2019). A meaningful share of that ramp often goes to finding answers the organization already wrote down.

⚠️

Knowledge that walks out the door

In one vendor-sponsored YouGov survey, respondents estimated 42% of the knowledge a role requires is unique to the person holding it (Panopto, 2018). When someone leaves, the documents stay; the context around them goes with them.

The Knowledge Graph

Every policy. Every process. Every precedent. Connected.

LangOptima ingests the HR documentation your organization already holds, including handbooks, policies, benefits guides, onboarding materials, and process documentation, and structures what is inside them: roles, entitlements, procedures, and the relationships between them. It sits above your HRIS and intranet without replacing them, so a question that once meant a ticket and a wait becomes a single query with the source document attached.

Pillar 01

Connected Data

The HRIS, the intranet, shared drives, and policy repositories unified at the semantic layer. Nothing moves. Nothing is replaced.

Pillar 02

Hidden Insights

Traverse from a role to its policies, from a policy to every process it touches, from a benefit to the eligibility rules behind it. Connections no keyword search on the intranet will surface.

Pillar 03

Faster Decisions

“Which policy applies here, and since when?” answered in seconds, with the document to back it. For HR teams, managers, and new hires alike.

Pillar 04

Amplified Teams

Every HR generalist works with the organization's full policy memory behind them, and new hires query it from day one instead of learning it ticket by ticket.

Proof

What this looks like in practice.

Representative scenarios of how HR teams apply a knowledge graph over their people documentation. Illustrative of the pattern, not published client references.

Onboarding

A new hire's first weeks, without the scavenger hunt

An HR team connects its handbook, policies, benefits documentation, and role guides in a knowledge graph. New hires ask questions directly, in plain language, and get answers that cite the underlying document, so they spend their ramp-up learning the job rather than hunting for the rules around it.

Weeks → days
Representative shift in time-to-answer during onboarding
Source: representative scenario from LangOptima’s case-study library, not a published client reference.
HR Operations

The repetitive ticket queue, answered from the documents themselves

A people-operations team routes policy and benefits questions through the knowledge base first. Questions already answered in the documentation resolve immediately with a citation, and the HR team's time shifts to the cases that genuinely need human judgment.

Hours → minutes
Representative shift in resolving a routine policy question
Source: representative scenario from LangOptima’s case-study library, not a published client reference.
How It Works

Getting started is simple. Three parts.

However complex the people landscape underneath, the engagement itself stays simple.

Step 01

Ingest

We ingest the documents and data you already hold, straight from the systems you already run. Nothing is replaced. Your teams keep working where they work today.

Step 02

Structure

A scoped 8–12 week pilot structures your first decision context. Your domain experts contribute the knowledge; we do the engineering.

Step 03

Ask

You start asking the questions, and every answer carries a citation back to the source, so you can check it yourself.

Your organization already wrote the answers.

Connect them.

A 30-minute conversation about your HR documentation landscape: which systems hold your policies, handbooks, and process docs, and what a queryable view of them would answer first. No deck, no pitch.