How Investor Relations Teams Use AI to Answer OJK Regulatory Questions Instantly — With Full Citations

The Question That Stopped the Road Show Room

It is 8:45 AM in a conference room at the Grand Hyatt Jakarta. Fourteen institutional investors — representatives from pension funds, insurance companies, and asset managers — are seated around the table. Across from them sits the Investor Relations team from Nusantara Sekuritas, a mid-sized securities firm preparing for a three-city road show ahead of a rights issue offering.

The lead IR officer, Dina Rahayu, is midway through her opening presentation when a portfolio manager from one of the largest pension funds in the room raises his hand. “Given OJK's recent amendments to its disclosure regulations, what exactly are your reporting obligations under POJK 3/2021 if a material event occurs after your prospectus is filed? And has your legal team reviewed whether the new circular changes your disclosure timeline relative to what you stated in the prospectus?”

The question is precise, multi-layered, and compliance-critical. The prospectus is sixty-eight pages long. The relevant OJK circular runs to forty-two. The amendment in question was issued three months ago. Dina knows the answer is in those documents — but finding the exact clause, the precise amended timeline, and the correct cross-reference to the prospectus language, in real time, in front of fourteen investors, is another matter.

Before Qlar, the honest answer would have been: “We'll confirm in writing by end of day.” Professional, but it signals uncertainty. In institutional capital markets, uncertainty in the IR room is not simply an awkward moment — it is a data point investors use to assess management quality and governance maturity.

“Institutional investors do not just evaluate your financials. They evaluate whether your IR team demonstrates command of the regulatory environment. An IR officer who can answer OJK disclosure questions instantly — with the exact circular and clause cited — signals that the company takes governance seriously. That matters when investors are deciding between two comparable offerings.”

The Structural Problem Facing Investor Relations Teams

Indonesia's capital markets operate under a dense and frequently updated regulatory framework. IR officers at listed companies, securities firms, and asset managers must navigate OJK (Otoritas Jasa Keuangan) circulars, POJK regulations, Indonesia Stock Exchange rules, and KSEI settlement guidelines — all of which are updated multiple times per year, often with amendments that are themselves cross-referenced to earlier circulars in ways that require careful legal reading to interpret correctly.

Beyond the Indonesian framework, companies with cross-listed securities or international investor bases must also track SEC equivalents, IFRS disclosure requirements, and ESG reporting standards that are increasingly demanded by foreign institutional investors.

The traditional approach to managing this complexity creates several well-documented bottlenecks for IR teams:

• Pre-call preparation hours: Building briefing packets for earnings calls, road shows, and analyst days typically requires 8–12 hours of manual document review per event, even for experienced IR officers.
• Outdated document risk: Regulatory documents circulate within companies in PDF form, saved to shared drives and email threads. When OJK issues an amendment, there is no automatic alert that the version in last year's briefing folder is no longer authoritative.
• Investor question latency: Complex regulatory questions during earnings calls or road show sessions often cannot be answered in the room. They are noted for follow-up — a process that can take 24–48 hours and creates a gap in the investor experience.
• Legal review bottlenecks: Before communicating any regulatory position, IR officers typically need sign-off from legal or compliance. That review queue adds hours or days to every non-trivial query.
• Audit trail gaps: When queries are handled through email threads and verbal conversations, the audit trail is fragmented. Reconstructing what was communicated to which investor, from which regulatory source, and when — for an OJK compliance review — is a manual, error-prone exercise.

How the fn-ir-assistant Agent Changes the Equation

Qlar's fn-ir-assistant is purpose-built for exactly this environment. It functions as an always-on briefing partner for the IR team — not a generic chatbot, but an AI agent configured with your specific regulatory document library, trained to return plain-language answers with the exact source, section, version, and date on every response.

The distinction between a generic AI and fn-ir-assistant is the document scope. Your legal and compliance team loads the agent with the authoritative corpus: OJK circulars, POJK regulations, IDX listing rules, your company's prospectuses, offering memoranda, annual disclosure obligations, and internal IR policy documents. The agent answers only from these sources — and when it cannot find a definitive answer, it says so clearly rather than speculating.

Back to Dina's road show room: with fn-ir-assistant available on her tablet, she types the question. In under ten seconds, the agent returns:

Dina reads the answer, confirms the source citation is exactly the circular the investor referenced, and delivers a precise, confident response. The investor nods, satisfied. The room moves forward. The road show continues without breaking stride.

That is not a hypothetical productivity gain. That is the difference between a road show that builds conviction and one that introduces doubt.

Core Capabilities That Make fn-ir-assistant Work in Practice

Cited Answers: Source, Section, Version, and Date on Every Response

In investor relations, “the AI told me” is not a defensible answer to an OJK inquiry, an investor due diligence request, or an internal audit. fn-ir-assistant is designed so that this situation never arises: every response includes a precise reference to the source document, the specific section or article, the document version, and the date the document was issued or last amended.

This citation discipline serves two critical functions. First, it gives the IR officer immediate verifiability — they can pull the cited section and confirm the answer before communicating it externally. Second, it creates an auditable record: if an investor or regulator later asks “on what basis did you make that disclosure statement?”, the fn-ir-assistant query log provides the exact regulatory chain of authority.

For IR teams preparing earnings materials, this citation requirement also accelerates the legal review workflow. Instead of submitting a draft with verbal justifications, IR officers can attach the fn-ir-assistant query result — complete with citations — as supporting evidence for each regulatory claim, dramatically reducing back-and-forth with the legal team.

Stale-Source Detection: Eliminating the Outdated Document Risk

One of the most dangerous patterns in corporate IR work is relying on a regulatory document that has since been amended without the team's knowledge. OJK issues amendments to existing circulars as supplementary documents — the original circular remains in circulation, but certain provisions have been modified. Without a system that tracks document versions, IR officers can unknowingly brief investors from superseded regulatory language.

fn-ir-assistant's stale-source detection flags this risk. When the agent retrieves an answer from a regulatory document, it checks the document's version metadata against the knowledge base. If a newer version of that regulation exists in the corpus, the agent alerts the IR officer — displaying both the original source and the amended version, noting which provisions have changed. The IR officer can immediately verify whether the relevant section was affected by the amendment before relying on it.

This feature alone addresses one of the highest-frequency compliance failure patterns in IR practice: teams operating from last year's regulatory summary PDF that no one has updated since the amendment was issued.

Side-by-Side Regulation Comparison for Amended Rules

When OJK amends an existing regulation, IR and legal teams need to understand precisely what changed — not just that something changed. fn-ir-assistant supports side-by-side comparison queries, allowing IR officers to ask questions like:

This capability transforms what used to be a 2–3 hour manual comparison exercise into a thirty-second query — giving IR and legal teams a precise, cited comparison that can be forwarded directly to the compliance officer for action.

On-Demand Briefing Packets for Investor Calls and Road Shows

Pre-call preparation is one of the most time-intensive activities in the IR calendar. Before an earnings call or road show, the IR team must anticipate likely investor questions, identify the relevant regulatory and financial disclosure context for each, and assemble a briefing packet that management can use to respond confidently.

fn-ir-assistant generates on-demand briefing packets through a single query. The IR officer inputs the call topic, the investor audience profile, and any specific regulatory areas the audience is known to focus on. The agent searches across the entire loaded document scope — OJK circulars, IDX rules, company disclosures, analyst report summaries — and returns a structured briefing document with cited answers to the most likely questions, organized by topic, with the relevant regulatory authority clearly identified for each point.

Companies using fn-ir-assistant report a reduction in pre-call preparation time from an average of 8–12 hours to under 3 hours — a 3× improvement — while simultaneously increasing the depth and citation quality of the briefing materials.

Audit Trail: Every Query Logged With Timestamp and Source

OJK and IDX are increasingly attentive to how listed companies manage their IR communications infrastructure. An audit trail of every regulatory query — who asked, what was asked, which document was cited, and when — is rapidly becoming a governance expectation rather than a nice-to-have.

fn-ir-assistant logs every query automatically, recording the question text, the agent's response, the document sources cited, version numbers, and the timestamp. These logs are accessible to the Head of IR, Legal, and Compliance, and can be exported for regulatory review or internal audit purposes. If an OJK examiner asks how a particular disclosure decision was supported, the IR team can produce a complete, timestamped record of the regulatory research chain in minutes.

Role-Based Access and Multi-Jurisdiction Support

Not all IR team members need access to all documents. fn-ir-assistant supports role-based access controls — the IR analyst preparing routine disclosure filings may access the standard OJK and IDX circular library, while the Head of IR and General Counsel can additionally access confidential legal opinions, board-approved disclosure protocols, and draft prospectus versions.

For companies with international investor bases or cross-listed securities, fn-ir-assistant supports multi-jurisdiction document scopes. A securities firm managing both IDX-listed and SGX-listed instruments can load both the OJK/IDX and MAS/SGX regulatory libraries and direct queries to the relevant jurisdiction based on the user's role or the query context.

The agent integrates with SharePoint, Google Drive, and document management systems, meaning the document corpus is maintained where your teams already work — there is no requirement to migrate documents into a new platform.

A Full Earnings Call Preparation Scenario

Nusantara Sekuritas' Q2 earnings call is in four days. The Head of IR, Budi Santoso, is preparing the management briefing book. He knows from past calls that institutional investors will ask about OJK's new net capital rule for securities firms, the disclosure implications of a pending acquisition, and the company's approach to related-party transaction reporting under POJK 42/2020.

With fn-ir-assistant, Budi's preparation looks like this:

• Query 1 — Net capital rule: The agent retrieves the relevant provisions of POJK 11/2023 (OJK's updated net capital requirement for broker-dealers), summarizes the minimum ratios, cites the effective date, and cross-references Nusantara's most recent regulatory capital filing to confirm current compliance status.
• Query 2 — Acquisition disclosure: The agent identifies the material information reporting obligations under POJK 3/2021 applicable to the pending acquisition, specifies the triggering events and timelines, and flags that the October 2024 amendment changed the board approval documentation requirement — a point Budi had not been aware of.
• Query 3 — Related-party transactions: The agent retrieves POJK 42/2020 Pasal 4–7, provides a plain-language summary of the independent valuation and shareholder approval thresholds, and cites the specific provisions Nusantara must reference in any earnings call disclosure on this topic.
• Briefing packet generation: Budi asks the agent to compile the three query responses into a structured briefing document with section headings, cited sources, and a regulatory risk flag summary. The document is ready in under two minutes and is forwarded to legal for final review.

Total preparation time for three complex regulatory topics: forty-five minutes, compared to a full day of manual research the quarter before. Legal review, with cited sources already embedded, is completed in two hours rather than eight.

“We used to dread investor questions about specific OJK circulars because it meant a scramble after the call to find the exact provision and confirm our answer was correct. Now I can pull the citation in seconds during the call itself. The change in how investors perceive our preparedness has been significant.” — Head of Investor Relations, Mid-Cap Securities Firm, Jakarta

Business Outcomes: What IR Teams Are Achieving

Financial services companies deploying fn-ir-assistant report measurable improvements across the IR function:

• 90% faster regulatory answer retrieval: Complex OJK or POJK queries that previously required 4–6 hours of document review are resolved in under 30 seconds, with full citation. IR officers can answer investor questions in real time rather than following up later.
• 100% source-cited answers: Every agent response includes document name, section, version, and date. There are no uncited assertions in investor-facing communications prepared with fn-ir-assistant support.
• 3× faster pre-call preparation: Briefing packets that took 8–12 hours to assemble manually are generated in 2–3 hours, allowing IR teams to increase the depth and quality of preparation without extending timelines.
• Zero outdated document risk: Stale-source detection ensures that IR officers are always working from the most current version of each regulation. The risk of a road show briefing containing superseded OJK language is eliminated.
• Reduced legal review cycles: Because fn-ir-assistant embeds citations in every response, legal review of IR materials is significantly faster — reviewers can immediately locate and verify the cited source rather than researching the underlying regulation from scratch.

Building Your IR Knowledge Assistant: What to Configure

Assembling the Regulatory Document Corpus

The quality of fn-ir-assistant is directly proportional to the completeness and currency of the document library. A strong initial corpus for an Indonesian capital markets IR team typically includes:

• Core OJK regulations applicable to your company type (issuer, securities firm, asset manager, bank)
• All POJK regulations governing disclosure, material information reporting, and annual reporting
• Current IDX listing rules and quarterly/annual filing requirements
• OJK amendment circulars (SE-OJK series) issued in the past three years
• Your company's active prospectuses, offering memoranda, and registration statements
• Internal IR policy documents and approved investor communication templates
• Board-approved disclosure protocols and materiality assessment frameworks
• For multi-jurisdiction companies: MAS, SGX, or SEC equivalents as applicable

Configuring the Agent for IR Use Cases

fn-ir-assistant is configured through Qlar's no-code interface with IR-specific guardrails:

• Document-only answers: The agent is constrained to answer regulatory questions exclusively from the loaded document corpus — no general training knowledge is used for compliance-sensitive responses
• Mandatory citation format: Every response includes the document name, article or section number, version, and effective date — this cannot be bypassed
• Stale-source alerting: The agent automatically flags when it cites a document for which a newer version exists in the corpus, showing both the original and amended provision
• Legal escalation triggers: Questions requiring legal opinion rather than regulatory retrieval — such as novel interpretation questions or matters with pending OJK guidance — trigger a notification to the General Counsel or Compliance Officer
• Role-based document access: Senior IR and Legal roles access the full corpus including confidential board documents; IR analysts access the public regulatory library only

Conclusion: IR Preparedness as a Competitive Signal

Institutional investors allocate capital based on many factors — growth prospects, valuation, management quality, and governance. The quality of IR practice is a direct proxy for governance maturity. An IR team that can answer precise OJK regulatory questions in real time, with citations, signals that the company's disclosure culture is serious and disciplined. That signal has real value in capital markets.

The fn-ir-assistant makes this level of IR preparedness accessible to every team, regardless of headcount. It does not require your IR officers to memorize every OJK circular. It requires them to know how to ask the right questions — and it handles the retrieval, the citation, and the stale-source check automatically.

Road shows are won or lost in the details. When the portfolio manager in the room asks about the specific provision that changed in OJK's most recent amendment, the IR team that can answer accurately and immediately — citing the section, the version, and the date — is the team that earns the allocation.

Qlar's fn-ir-assistant is built to put that capability in the hands of every IR officer, in every investor meeting, on every topic their regulatory corpus covers. In an environment where disclosure accuracy is both a legal obligation and a competitive differentiator, that is not just a productivity tool. It is IR infrastructure.