Frequently asked questions

Understand the work before you rely on it.

Aperture tests whether the available evidence is strong enough for a consequential decision. These questions explain the work, the limits and what happens before an engagement begins.

If your question concerns a specific matter, the correct answer may depend on jurisdiction, intended use, evidence access and the consequence of the decision. The formal proposal controls the scope of commissioned work.

Market fit & buying Aperture

Where does Aperture fit in the diligence market?

What is Aperture's clearest market position?

Aperture Research Works is an independent evidence-assurance layer between automated screening and full-scale investigation. We focus on the defined decision or evidence problem that a decision-maker needs tested before committing money, reputation, time or authority.

Does Aperture replace traditional due diligence or a global investigations firm?

No. Those providers may be better suited to broad, multidisciplinary or on-the-ground mandates. Aperture is strongest where the uncertainty is specific, material and capable of responsible remote evidence testing.

Does Aperture replace lawyers, accountants or other specialists?

No. Aperture can build and challenge the factual evidence record around a specialist question, but regulated or specialist determinations remain with appropriately qualified professionals.

Can I start small?

Yes. The Quick Evidence Check is a tightly bounded US$750 first engagement. Focused Evidence Reviews commonly fall between US$1,500 and US$3,500. Larger work is quoted according to the evidence burden and intended reliance.

How do I decide which route I need?

Use the Compare page. It explains the typical role of automated screening, background checks, broader due diligence, global investigations, specialist advisers and Aperture without claiming that one route is best for every matter.

Compare the options →

FAQ 01

Getting started

What does Aperture Research Works actually do?

Aperture Research Works investigates evidence-intensive questions for clients who need a clearer basis for a decision. The work may involve source verification, contradiction testing, chronology reconstruction, claims auditing, due diligence, technical or regulatory research, provenance work, strategic intelligence or another defined evidence problem. The aim is to show what is established, what is disputed, what remains unknown and what may responsibly be relied upon.

What is evidence assurance?

At Aperture, evidence assurance means a controlled research and review process that tests the quality, origin, independence, consistency and limits of the evidence supporting a decision. It is not statutory audit assurance, certification, legal approval or a guarantee that every fact is permanently settled.

What kinds of decisions can Aperture support?

Examples include whether to rely on a claim, report, counterparty, supplier, transaction, investment assumption, public statement, chronology, market proposition, regulatory interpretation, technical assertion or body of research. The exact product depends on the decision, the evidence burden and the professional boundaries that apply.

What is the first step?

Tell us what decision, claim, transaction, dispute or uncertainty you need examined. You do not need to design the investigation yourself. Aperture can help define the Central Question, intended use, evidence boundaries and proportionate scope before substantive work begins.

Do I need to know which Aperture service I need?

No. Describe the problem and the decision you need to make. Aperture can recommend the narrowest responsible product rather than forcing the matter into a predetermined service category.

Can I start with a small assignment before commissioning a larger investigation?

Yes. The Quick Evidence Check is designed as a tightly bounded first engagement at US$750 fixed. It tests one defined question, claim, document or immediate uncertainty. If the evidence burden is larger than the entry scope permits, the output will say so and identify the proportionate next step.

Will Aperture accept every matter?

No. Acceptance depends on lawfulness, conflicts, jurisdiction, licensing boundaries, evidence access, capacity, confidentiality, specialist requirements and whether the work can be performed responsibly. A matter may be accepted, restricted, deferred pending more information or declined.

FAQ 02

Scope, products and fees

How are fees determined?

Fees reflect the defined question, source volume, evidence access, contradiction burden, number of entities or jurisdictions, urgency, specialist needs, intended use and review responsibility. Page count alone does not determine the fee.

Why does a small product cost less?

A lower fee buys a narrower scope, not a lower standard of honesty. Aperture reduces the number of questions, sources, jurisdictions, documents or outputs before reducing evidentiary care within the accepted scope.

What is the difference between a Quick Evidence Check and a Focused Evidence Review?

The Quick Evidence Check is a deliberately restricted first review of one narrow issue. Focused Evidence Review goes further, with a broader authorised source set, stronger contradiction testing, greater context and a more developed reliance finding. Neither should be represented as a full investigative dossier when the evidence burden requires one.

What is a Claims & Evidence Audit?

It tests the material claims in an existing report, article, presentation, proposal, memorandum, AI-generated product or other evidence pack. It may trace claims to sources, verify citations and quotations, identify circular sourcing, test statistics, locate omitted context and assess overall reliability.

What is an Investigative Dossier?

It is a structured evidence product for a consequential or disputed matter. Depending on scope it may include executive findings, chronology, source and evidence registers, claims analysis, contradiction testing, alternative explanations, evidence gaps, specialist dependencies and explicit reliance limits.

Is due diligence the same as the broader Aperture service?

No. Due diligence is one application. The same evidence-control approach can also be used for legal and regulatory research support, scientific and technical questions, public claims, procurement, governance, strategic intelligence, digital provenance, historical matters and adversarial review.

Can a project be divided into phases?

Yes. Complex work can be phased so the client approves the next stage only when the preceding stage shows that further work is proportionate. This can reduce unnecessary expenditure and keep decision points visible.

Do you charge for third-party databases, records or specialists?

Where required, paid records, subscription databases, local researchers, professional translators, specialists, travel or similar external costs are normally quoted separately and are not incurred outside the agreed authorisation process.

Can urgent work be accepted?

Sometimes, subject to capacity and the evidence required. Expedited work may attract an urgency premium because it requires reprioritisation. Urgency never permits a lower evidentiary standard or an unsupported conclusion.

FAQ 03

Evidence and research method

What is the Central Question?

It is the neutral, answerable question the investigation is built around. It is framed so that more than one answer remains possible and so the work does not begin by assuming fraud, guilt, causation, wrongdoing or any other preferred conclusion.

Do you prioritise primary sources?

Yes, where reasonably available. Depending on the matter these may include legislation, judgments, court filings, regulator records, corporate filings, audited statements, official reports, original datasets, technical standards, peer-reviewed studies, archival records and authenticated original documents.

Do you use news reports and secondary sources?

Yes, but they are normally used for discovery, context and independent corroboration rather than as substitutes for available controlling or primary evidence. A repeated claim across many outlets is not treated as independent corroboration if the reports trace back to the same origin.

How does Aperture deal with contradictory evidence?

Material contradictions are recorded, investigated and carried into the analysis rather than removed because they are inconvenient. Where they cannot be resolved, the uncertainty and its effect on confidence or reliance remain visible.

Do you test alternative explanations?

Yes where material. Competing explanations are compared against supporting evidence, contradictory evidence, required assumptions and potential falsifiers. Aperture does not investigate only the client's preferred theory.

What happens if an important source cannot be obtained?

The missing evidence is identified, the efforts and substitute evidence are recorded where relevant, and the effect on the finding is assessed. If the missing material could reverse the conclusion, the output should not be presented as fully resolved.

How do you prevent circular sourcing?

Aperture traces apparent corroboration back to the evidential origin where possible. Multiple articles, databases or summaries that depend on one original source are treated as dependent repetition, not multiple independent confirmations.

How do you handle numbers and calculations?

Material calculations should identify the source inputs, units, assumptions, formulas, transformations and rounding. Estimates remain labelled as estimates, and false precision is avoided.

Do you stop researching once you find enough support for one answer?

No. Research continues while further work is reasonably likely to change a finding, reveal a contradiction, resolve a material evidence gap or materially improve decision usefulness. It should stop when additional sources are largely repetitive and unlikely to alter the assessment, with remaining gaps disclosed.

FAQ 04

Artificial intelligence and technology

Do you use artificial intelligence?

Yes, where it can responsibly improve research planning, source discovery, comparison, analysis, drafting, calculation, citation management, production or quality control. Technology assists the work. It does not become the evidentiary source, final investigator or approving authority.

Can AI-generated information be used as evidence?

Not merely because an AI system produced it. Model memory, generated text, confidence scores and apparent familiarity are not proof of a material fact. The underlying source or evidential basis must be identified and examined.

How is Aperture different from simply asking an AI for a deep-research report?

Aperture adds controlled scoping, source-origin checks, source-independence testing, contradiction analysis, alternative-hypothesis testing, evidence-gap control, reliance classification and human accountability. The product is designed to be reviewable, not merely fluent or comprehensive-looking.

Can Aperture audit AI-generated research?

Yes. A Claims & Evidence Audit can test AI-generated research for fabricated or unsupported citations, quotation errors, circular sourcing, source mismatch, omitted context, false precision and conclusions stronger than the underlying evidence permits.

Does Aperture use AI detectors to prove whether content is synthetic?

No single detector score is treated as conclusive proof. Synthetic-media and content-authenticity work is framed as an evidence assessment. Where disputed authenticity is material to a high-consequence decision, appropriate digital-forensics or specialist review may be required.

Who approves the final work?

Final professional release remains subject to genuine human review and approval. Technology may assist with the process but does not simulate human approval, legal review, specialist review or independent review that did not actually occur.

FAQ 05

Findings, deliverables and reliance

Do you guarantee that every conclusion is correct?

No responsible research provider can guarantee permanent factual certainty. Aperture instead makes the evidence, limitations, uncertainty, confidence and reliance conditions visible. New evidence may later change a previously reasonable assessment.

What happens if the evidence does not support what the client expected?

The assessment follows the evidence. Aperture does not manufacture a preferred conclusion, remove material contradictory evidence or strengthen a finding merely because the client wants a different answer.

Can a matter end with no clear answer?

Yes. An inconclusive result can be the correct professional result where the evidence is insufficient or contradictory. The output should then explain what is known, what cannot be established, what evidence is missing and what further work could change the answer.

What is a reliance finding?

It explains how far a finding may responsibly be used for the stated decision, audience, time, jurisdiction, assumptions and limitations. A finding can be factually plausible yet still unsuitable for high-consequence reliance if the evidence or review level is insufficient.

Does a long dossier automatically mean stronger evidence?

No. Document length is not evidence quality. A short review can be strong within a narrow scope, while a long document can remain weak if the underlying sources are poor, dependent or incomplete.

What is normally included in a fixed project fee?

The written proposal controls, but a fixed fee normally covers the agreed research and evidence review, the stated deliverable, internal consistency and quality review, secure electronic delivery and a reasonable clarification round within the accepted scope.

Can the client request revisions?

Corrections of confirmed processing errors and reasonable clarification are normally distinguished from new scope. New evidence, additional questions, a new audience, new jurisdictions or repeated rewriting may require a scope change and additional fee.

Can drafts or working notes be treated as final Aperture products?

No. Drafts, working notes and preliminary records should not be represented as final products. Final work should identify its scope, status, limitations, evidence cut-off and approval state where applicable.

FAQ 06

Professional boundaries and lawful work

Is Aperture Research Works a law firm?

No. Aperture provides research and evidence support, not legal representation. Where a matter requires legal advice, interpretation carrying material legal risk or another reserved legal function, appropriately qualified counsel may be required.

Is Aperture a private investigation company?

Aperture provides investigative research and evidence-assurance services. It does not claim statutory private-investigator powers or perform activities requiring authority or licensing it does not hold. The permissible scope is assessed according to the relevant jurisdiction and work requested.

Does Aperture perform forensic accounting or statutory audit?

Not as a substitute for a qualified forensic accountant or statutory auditor. Aperture may research and analyse financial, procurement or governance evidence within competence, while identifying where regulated or specialist accounting work is required.

Can Aperture provide medical, engineering or scientific expert opinions?

Aperture can research and organise scientific or technical evidence, test claims and identify contradictions. Where a conclusion depends on specialist professional judgment, safety-critical interpretation or certification, a suitably qualified specialist is required.

Can you hack accounts, access private systems or obtain leaked private data?

No. Aperture does not use hacking, credential theft, malware, unlawful interception, covert tracking, impersonation, bribery, stolen private records or other unauthorised acquisition methods.

Can you conduct surveillance or deceptive contact?

Not where it would be unlawful, unauthorised or outside the professional scope. The default model is lawful evidence research using public sources, properly licensed databases and client-supplied material the client is entitled to provide.

Can you investigate an identifiable person?

Potentially, where there is a lawful, proportionate and legitimate purpose and the requested work falls within applicable privacy, licensing, consumer-reporting and professional boundaries. Public availability alone does not make every personal detail necessary or appropriate to collect or publish.

Can Aperture work with lawyers and other specialists?

Yes. Aperture can support counsel, accountants, engineers, scientists, digital-forensics practitioners and other specialists by building a traceable evidence record while keeping research distinct from the specialist opinion or regulated advice.

FAQ 07

Confidentiality, privacy and client material

Do you rely only on public information?

Public portfolio work normally relies on lawful public sources. Commissioned matters may also include client-supplied or confidential material where the client has lawful authority to provide it and appropriate handling controls are established.

How is confidential client material handled?

The appropriate classification, access, transfer, storage, distribution and retention requirements should be defined for the matter. Confidential material is not automatically reused in public case studies or other unrelated work.

Should I send sensitive documents over WhatsApp?

No. WhatsApp can be used for first contact or urgent communication, but confidential evidence, identity documents and large files should be sent only through the agreed email or secure document-transfer route.

What if documents may be legally privileged?

Potential privilege should be identified before unnecessary circulation or processing. Aperture does not determine legal privilege as a substitute for counsel, and legal advice may be required on handling or disclosure.

Will Aperture publish my matter as a case study?

Not automatically. A commissioned client matter is distinct from a public portfolio case. Public use requires lawful authority, appropriate redaction and genuine approval. Confidential or client-restricted material should remain within its authorised distribution.

How do you approach personal information?

Only information relevant and proportionate to the Central Question should be used. Unnecessary identity numbers, residential addresses, family details, medical information and other sensitive material should be excluded or protected unless genuinely required and lawfully handled.

FAQ 08

International work, languages and monitoring

Can you work internationally?

Potentially, yes. Each matter is assessed for jurisdiction, lawful authority, sanctions, privacy, licensing, evidence access and professional limitations. Multi-jurisdictional work may require local counsel, researchers or specialists.

What is Aperture's governing language?

English is the preferred and governing language for controlled professional production unless another governing language is expressly agreed. Clients may communicate in other languages, and translated or local-language editions can be provided where responsible.

What happens when a report is translated?

The English governing edition is preserved. A translated edition should identify its translation status, preserve legal and technical meaning, preserve evidence classifications and source locators, and state that layout or pagination may differ. Where translation could materially affect a conclusion, qualified linguistic or specialist review may be required.

Can the website be viewed in other languages?

Yes. The language selector at the top of the site provides a convenient translated browsing view. Automated website translation is for accessibility and navigation. It does not replace the controlled language process applied to commissioned professional deliverables.

Can Aperture monitor an issue after the initial report?

Yes. Monitoring can track new evidence, changed facts, superseded information, official developments and whether prior conclusions or reliance conditions need to change.

Is monitoring continuous real-time surveillance?

Not unless expressly scoped and technically supported. The agreement defines the subject, source categories, checking frequency, reporting threshold, escalation and exclusions. Monitoring is evidence review, not an implied promise of uninterrupted surveillance.

FAQ 09

Examples, independence and accountability

Why is MH370 used as an Aperture example?

MH370 makes a difficult evidence problem visible. The public record contains official findings, satellite and radar interpretation, recovered debris, search evidence, competing technical models, repeated public claims and major unresolved gaps. Aperture uses it to demonstrate how different evidence types are separated, challenged and converted into explicit reliance limits. It is an independent public-source case study, not a client engagement.

Are public case studies evidence of a client relationship?

No, unless explicitly stated. Public portfolio work is labelled so that a reader can distinguish an independent public-source demonstration from commissioned client work.

Does Aperture take a side in a disputed matter?

Aperture can be instructed by a client with a legitimate interest, but the research process is not supposed to manufacture advocacy as fact. Material opposing evidence and viable alternative explanations remain part of the record.

What does human-controlled mean in practice?

Human responsibility remains attached to scope, materiality, source weighting, fairness, specialist escalation, final conclusions and release. Technology can accelerate parts of the process, but the accountability does not transfer to software.

What if a client wants a stronger conclusion than the evidence supports?

Aperture should refuse to strengthen the conclusion beyond the available evidence. A lower confidence level, restricted reliance or an unresolved finding is preferable to false certainty.

How can I see what the work looks like before contacting Aperture?

Use Selected Work and the Case Studies section to review public examples, including the MH370 case materials. Public examples show the structure, traceability and limitations that can be built into an Aperture evidence product.

Your matter may not fit a standard question.

Tell us what you need to decide. Aperture can help define the narrowest responsible scope before you commit to a larger investigation.

Current practice questions

Engagement, evidence, privacy and published work

Is the initial enquiry free and without obligation?

Yes. There is no charge for the initial suitability enquiry and submitting it creates no engagement or payment obligation. Paid work starts only after scope and fees are agreed.

Who actually does the work?

Real people direct, evaluate and approve Aperture work. Technology may assist research and analysis, but unreviewed machine-generated text is not delivered as professional research and technology output is not treated as evidence merely because a system produced it.

Does Aperture travel to clients or conduct site work?

No. Aperture is a remote research and evidence-assurance practice. We do not conduct site visits, physical inspections, surveillance, field investigations, sampling, specimen collection or laboratory testing. Required physical or regulated work is identified as a specialist dependency.

What if information supplied by a client is false or incomplete?

Clients are expected to provide information honestly, accurately and with lawful authority. Aperture may verify material, request provenance, qualify reliance, suspend or terminate work. Knowingly false, forged, concealed, unlawfully obtained or manipulated material is not an acceptable basis for an engagement.

How is private information handled across jurisdictions?

Collection and use are limited to the lawful purpose and agreed scope, with data minimisation and jurisdiction-specific controls where required. Cross-border handling, sensitive information and third-party data may require additional safeguards or specialist review.

What does Aperture measure on this website?

Privacy-safe analytics may measure visits, engagement, scroll depth, traffic source, device, language and interactions with services, scenarios, case studies and enquiry routes. The substance of a matter, confidential documents and form text are not intended to be captured as analytics.

What are the 300 Client Situations?

They are practical examples showing where untested information may become material reliance across industries and decisions. They are entry points, not a closed service catalogue. Start with the closest situation and Aperture can define the proportionate scope.

What do Evidence Cut-off and Source-Freeze Date mean?

The Evidence Cut-off identifies how current the external factual record is. The Source-Freeze Date identifies when the controlled source set, findings and analytical record were locked for production. Material later evidence may trigger a new cut-off, new source freeze and reassessment rather than being silently inserted into an older report.

Why does Aperture use the ApertureForensic.com domain?

The word “forensic” describes an evidence-focused, investigative and source-traceable approach. It does not claim that Aperture Research Works is a forensic accounting firm, private-investigation practice, forensic laboratory, law firm or statutory auditor.

What is DOI 10.5281/zenodo.18173113?

It is the persistent public technical record of the framework from which Aperture Research Works developed. Aperture Research Works remains the public professional practice. The DOI is not accreditation, certification or endorsement.

What does the Sasol case study demonstrate?

The Sasol public-source case demonstrates financial-statement reality assessment, evidence control, calculation and contradiction testing, specialist boundaries and reliance classification. It is clearly labelled as an independent public-source case study, not a client engagement.

What does the MH370 case study demonstrate?

The MH370 public-source case demonstrates high-uncertainty evidence reconstruction, chronology, source control, competing technical explanations, evidence gaps and responsible limits on reliance. Its public status and review limitations remain visible.

Are public case studies commissioned client engagements?

Not where they are labelled independent public-source case studies. Public examples must not imply a client relationship, endorsement or access to confidential evidence that did not exist.

Engagement, payment & intellectual property

Commercial controls

Can I accept an Aperture quotation by email?

Yes, where applicable law permits it. The formal offer identifies the scope, fee and incorporated terms. An authorised, unqualified affirmative reply such as “I accept the Engagement Proposal, Fixed-Fee Quotation and incorporated Engagement Terms” can constitute acceptance. An ambiguous reply or a reply proposing material changes is not treated as unqualified acceptance.

When does work actually start?

Not merely when the quotation is accepted. Aperture sends a secure PayFast payment link after acceptance, and the amount stated as due before commencement must be received and settled before chargeable work begins, unless Aperture expressly agrees otherwise in writing.

Can late payment affect an urgent deadline?

Yes. Any proposed start date, reserved capacity or delivery window depends on timely settlement. Payment delays can require the timetable to be revised. Urgency does not remove the payment condition.

Which PayFast payment method will I use?

You use the payment methods PayFast makes available to you and the transaction at the time. Aperture does not guarantee that every payment method or currency option will be available in every location or transaction.

May I reverse engineer or reproduce Aperture’s methodology?

No licence is granted to reverse engineer, reconstruct, extract, replicate or reproduce Aperture’s private methodology, research architecture, prompts, internal controls, scoring systems, templates or workflows. The client buys the agreed deliverable and authorised rights of use, not Aperture’s underlying system.

Does public access to a case study make it free to copy or resell?

No. Public access does not place Aperture material in the public domain. Applicable copyright, attribution, licensing and third-party rights continue to apply.

Why can Aperture move quickly on suitable matters?

Aperture is remote-first and uses tightly bounded questions, structured digital evidence workflows and technology-assisted discovery to reduce avoidable procedural friction. That can materially shorten the route from question to decision-relevant evidence. People still evaluate the evidence, challenge the conclusion and approve the final output. Actual timing depends on scope, source availability, jurisdiction, client response, specialist needs and settled payment.

Does speed mean a lower evidentiary standard?

No. Urgency may change sequencing, capacity and fee, but it does not justify unsupported conclusions. Where the available time or evidence cannot support the requested level of reliance, Aperture will narrow the scope, qualify the conclusion, recommend further work or decline the requested deadline.

Human control and professional accountability

Research is conducted under human control, with technology used to support evidence discovery, organisation and analysis. Final evaluation and conclusions remain human responsibilities.

ADDITIONAL PRACTICAL QUESTIONS

Can AI memory or general knowledge be used as evidence?

No. Model memory is not evidence. Material facts must be grounded in identifiable sources.

Do you guarantee that every fact can be verified?

No. Evidence may be unavailable, private, destroyed, inaccessible, contradictory or never have existed. The limitation becomes part of the result.

Can a client authorise unlawful conduct?

No. Client permission does not override the law.

Do you publish client work?

Not automatically. Confidential client work is not converted into public portfolio material without appropriate authority and separate approval.

Do you work to a predetermined outcome?

No. The conclusion must fit the evidence. The evidence is not selected to fit the conclusion.

Channel Partner FAQ

PARTNER DELIVERY AND DIRECT REFERRAL.

Do I have to introduce my client to Aperture?

No. Partner-Instructed Delivery is the primary route. The partner may remain fully client-facing.

Who invoices whom?

Partner Delivery: Aperture invoices the partner. Direct Referral: Aperture invoices the client.

Can I mark up Aperture's work?

Yes, under Partner-Instructed Delivery. The partner determines its own client price, subject to truthful representation of Aperture's fee, role, findings and status.

Does Aperture control my retail price?

No, not under standard Partner-Instructed Delivery.

Does Aperture need access to my client?

Not ordinarily. Direct client contact may be required in specific matters for lawful authority, conflicts, scope, data protection, evidence integrity or another material professional reason.

When does work start?

Only after written scope confirmation, receipt of required information and cleared full payment.

Do I receive both a Partner Delivery discount and referral commission?

No, not on the same matter unless Aperture expressly agrees otherwise in writing.

Can I white-label the report?

Not under the standard programme.

Can I edit Aperture's report?

Not substantively or in a way that alters meaning, findings, limitations or reliance.

Can I choose the conclusion?

No. Aperture retains control of its evidence methodology, analysis, findings and reliance classification.

What if my client has not paid me yet?

Under Partner-Instructed Delivery, the partner's payment obligation to Aperture is independent of whether or when the underlying client pays the partner.

FAQ 108–115

Understanding Aperture

Is Aperture a truth machine?

No. Aperture does not claim to produce absolute or permanent truth. We test a defined material proposition against the lawful evidence available within an agreed scope and time period. The result distinguishes what is supported, what is not established, what remains uncertain and what further expertise or evidence may still be required.

Is Aperture a fact-checking service?

Fact-checking may form part of the work, but the service is broader. A fact can be technically accurate and still be incomplete, outdated, dependent on one source or unsuitable for the decision being made. Aperture examines whether the material information is strong enough to carry the intended reliance.

Does Aperture decide what is true for the client?

No. Aperture evaluates the evidence and explains the responsible limits of reliance. The client or authorised decision-maker retains the decision. We do not exercise powers we have not been given, replace a court or regulator, or make a regulated professional determination outside our scope.

Does Aperture make the client's decision?

No. We do not buy, approve or make the decision for the client. We provide a decision-ready evidence record showing what may responsibly be relied on and what may not. The person or institution with the relevant authority remains accountable for the decision.

Why does Aperture focus on one consequential question?

A clear question keeps the investigation proportionate and reviewable. It identifies what must be established, which evidence matters, what could change the answer and when the work is sufficient. Broad curiosity can produce a large volume of information without resolving the decision that actually matters.

What makes a question consequential?

A question is consequential when a wrong answer could materially affect money, safety, reputation, rights, governance, strategy, publication, procurement, a transaction or another significant outcome. The level of work should match both the likely consequence and the uncertainty in the evidence.

Is Aperture a high-volume screening provider?

No. Aperture is designed for selective, evidence-intensive matters. Automated screening and standard background checks may be more appropriate for large volumes of routine checks. Aperture is strongest when a specific proposition, conflict, gap or decision requires independent examination and a traceable finding.

Who is accountable for Aperture's work?

Human accountability remains attached to the scope, source weighting, materiality decisions, contradiction testing, specialist escalation, conclusion and final release. Tools may assist with search, sorting, comparison, calculation and production. They do not become the approving authority.

FAQ 116–123

Evidence Assurance and Reliance

What does it mean for evidence to carry a decision?

It means the quality, independence, relevance, completeness and limitations of the evidence are proportionate to the consequence of relying on it. A weak source may support an initial lead but not a major transaction. A plausible claim may justify further enquiry but not final approval.

What is the difference between information and reliance?

Information is something available to read, hear or receive. Reliance begins when that information influences a real action, approval, publication, appointment, purchase or other decision. Aperture works at the point where information is about to acquire consequence.

What four questions should every material finding answer?

Every material finding should state: 1. What is established? 2. What is not established? 3. What remains uncertain? 4. What level of reliance is justified for this decision? This keeps fact, inference, uncertainty and decision use separate.

Does “supported” mean proven forever?

No. “Supported” means that the available evidence supports the proposition within the stated scope, evidence cut-off, assumptions and limitations. New information, a better source, a changed fact or specialist analysis may later alter the finding.

Can a claim be plausible but unsafe to rely on?

Yes. A claim may sound reasonable or fit the known context while still depending on weak, incomplete, outdated or circular evidence. Plausibility can justify investigation. It does not by itself justify material reliance.

Why verify before interpreting?

Interpretation built on an unverified premise can make an error more persuasive rather than less. Aperture first tests the material factual foundation, source origin and contradictions. Interpretation follows only after the record is sufficiently clear for the intended purpose.

What is a decision-ready evidence record?

It is a structured record that allows an authorised decision-maker to see the question, material claims, sources, contradictions, gaps, assumptions, uncertainty, conclusion and reliance limits without having to reconstruct the investigation from scattered research.

Is more information always better?

No. More information can add noise, repetition and false confidence. The aim is not maximum volume. The aim is the strongest proportionate record for the defined decision, with dependent repetition, weak sources and irrelevant detail kept from distorting the result.

FAQ 124–137

AI Reliance and Claims Verification

What is AI reliance risk?

AI reliance risk arises when an AI-generated claim, summary, recommendation, score or conclusion influences a real decision without independent testing of the evidence beneath it. The material issue is not merely whether AI was used. It is whether the resulting information is strong enough for the consequence that follows.

When does AI output become a business input?

It becomes a business input when a person or system uses it in procurement, due diligence, management, governance, investment analysis, publication, compliance, strategy or another operational decision. At that point, fluent output is not enough. The material proposition and its evidence trail need to be tested.

What is AI Reliance and Claims Verification?

It is the examination of material claims connected to an AI-assisted decision. The work may trace sources, test vendor assertions, identify missing or contradictory evidence, examine calculation and benchmark claims, distinguish generated synthesis from original evidence and state the level of reliance the available record can support.

Is the use of AI itself the problem?

No. AI can improve discovery, comparison and production. The problem begins when generated information receives more authority than its evidence warrants. Aperture focuses on the material claim, the evidence beneath it and the decision that may follow.

Can Aperture test an AI vendor's claims before adoption?

Yes, within an agreed scope. This may include claims about performance, accuracy, coverage, benchmarking, security, compliance, source quality, human oversight or operational benefit. Technical, legal, cybersecurity or specialist conclusions may still require appropriately qualified reviewers.

Can Aperture review output from an internal copilot or agent?

Yes. The review can focus on the material output being relied on, its source trail, omitted context, contradictions, calculations and decision use. Access to the underlying system may improve the review but is not always necessary if the relevant output and evidence record are available.

Can Aperture examine AI-assisted due diligence?

Yes. We can test whether material claims in an AI-assisted diligence product are supported, whether sources are independent, whether important contradictions were omitted and whether the stated conclusion exceeds the record. This does not replace legal, financial, technical or regulatory specialists where their judgment is required.

Can Aperture review an AI-based recommendation sent to a board or executive?

Yes. The focus is the proposition the decision-maker is being asked to rely on. We can separate source facts from generated interpretation, test decisive assumptions, identify missing evidence and state what the record can responsibly support before the recommendation is adopted.

Can Aperture test an AI summary of a large document set?

Yes. Sampling, source tracing, omission checks, contradiction testing and material-claim verification can be used to assess whether the summary fairly represents the underlying record. The exact method depends on document volume, access, risk and the intended reliance.

Can Aperture help after an AI system has already been deployed?

Yes. A post-deployment review can examine whether AI output has begun influencing material decisions, which claims are being treated as fact, whether those claims have been independently tested and where monitoring, escalation or specialist control may be needed.

Does Aperture need direct access to the AI system?

Not always. Some assignments can be completed from the output, prompts, citations, source documents, decision record and vendor materials. Other questions may require logs, technical documentation or controlled system access. The scope will identify what can and cannot be established from the available material.

What if an AI output has no usable source trail?

The absence of a usable source trail is itself a material limitation. Aperture may search for independent evidence supporting the proposition, but it will not treat the generated output as proof. If the evidence cannot be reconstructed, the finding will restrict or refuse reliance.

Can an impressive benchmark prove an AI product is suitable for our use?

Not by itself. A benchmark may test a different population, task, environment or definition of success. Aperture can examine the benchmark's source, methodology, independence, assumptions and relevance to the intended use. Specialist technical validation may still be required.

Is AI governance the same as evidence verification?

No. Governance defines roles, policies, approvals and controls. Evidence verification tests whether a material proposition is actually supported. The two can reinforce each other, but a policy document does not establish that a vendor claim, generated answer or decision input is reliable.

FAQ 138–144

Independence, Findings and Trust

Is the finding for sale?

No. The client pays for the agreed investigation and deliverable, not for a preferred conclusion. Material contrary evidence remains visible. If the evidence does not support the expected answer, the finding says so.

How is outcome neutrality protected?

The Central Question is framed so more than one answer remains possible. Material supporting and opposing evidence is retained, alternative explanations are tested where relevant and the conclusion is limited to what the record supports. Client preference does not change the evidence classification.

How does Aperture handle conflicts of interest?

Potential conflicts are considered before acceptance and monitored during the matter. Aperture may request more information, narrow the scope, use safeguards or decline the engagement. Acceptance is not complete until fit, lawfulness, conflict and capacity have been reviewed.

Can absence of evidence prove that something did not happen?

Not automatically. Absence may be meaningful only if the missing evidence would ordinarily be expected to exist, the search was capable of finding it and plausible explanations for non-discovery have been considered. The conclusion must distinguish “not found” from “did not happen”.

What is negative evidence?

Negative evidence is the meaningful absence of an expected record, event, trace or relationship. It requires careful reasoning about what should exist, where it should appear and whether the search was sufficient. Silence in one source is not automatically proof of absence.

How is uncertainty communicated?

Uncertainty is stated directly through evidence gaps, competing explanations, confidence language, assumptions, unresolved contradictions and reliance limits. It is not converted into confident wording merely to make the report sound decisive.

Can a conclusion change after delivery?

Yes. New material evidence, corrected records, changed facts or specialist findings may alter the assessment. Where continuing reliance matters, the client can request an update, monitoring scope or formal reassessment using a new evidence cut-off.

FAQ 145–150

Matter Fit, Access and Public Use

Why does Aperture accept only selected matters?

Selective acceptance protects quality, independence and professional boundaries. A matter must justify independent verification and be lawful, sufficiently defined, free of disabling conflict and feasible within available capacity. Work that does not meet those conditions is declined or redirected.

What should I send in the first enquiry?

Send the question, what you are about to rely on, why it matters, the relevant deadline and what happens if the information is wrong. A short factual description is enough for the initial fit review. Do not send a sales pitch or a large confidential evidence pack at first contact.

What should I avoid sending at first contact?

Do not initially send identity documents, privileged material, medical records, credentials, unlawfully obtained data, very large document sets or information unrelated to the question. Aperture will identify an appropriate transfer route if the matter is accepted for further assessment.

Are the 300 Client Situations a fixed service catalogue?

No. They are entry points, not packaged promises. Two matters with similar labels may require different evidence, professional boundaries, jurisdictions and outputs. The final scope follows the actual question and intended reliance.

Can I share an Aperture page with another decision-maker?

Yes. Relevant pages may provide Share, Copy link and Email link controls where those actions genuinely help the reader. Sharing public content does not change its copyright status, create an engagement or authorise reliance beyond the limitations stated on the page.

FAQ 148–148

Matter Fit, Access and Public Use

How should I use the 300 Client Situations?

Use them to recognise the closest evidence problem, not to select a rigid package. Open the situation, compare its evidence question and specialist boundary with your decision, then send the material question so Aperture can define the smallest responsible scope.

AI-era evidence questions

Research can be generated quickly. Responsible reliance still has to be earned.

Does Aperture use artificial intelligence?

Yes. Aperture may use advanced AI and other research technology where it improves retrieval, comparison, coverage or analytical efficiency. AI output is not treated as evidential authority. Material findings are evaluated against the underlying evidence appropriate to the agreed matter, with human direction, evaluation and approval.

If AI can do research, why would I need Aperture?

AI can produce research quickly. The harder question is whether the material factual proposition beneath that research is sufficiently supported for the decision you intend to make. Aperture focuses on that second question.

Can Aperture check research produced by ChatGPT or another AI system?

Yes, where the matter is suitable and the factual claims are externally testable. The review is model-independent and focuses on the evidence behind material propositions.

Is Aperture an AI-detection service?

No. We do not sell speculative assessments of whether ordinary text was written by AI. Our concern is evidential reliability.

Can Aperture guarantee that a fact is true?

No responsible evidence service should promise certainty beyond what the available evidence can establish. Aperture identifies what the reviewed evidence supports, what remains uncertain, relevant contradictions and where stronger authoritative or private evidence is required.

Does a large number of sources mean a claim is reliable?

Not necessarily. Multiple publications may repeat the same original assertion. Where material, Aperture traces source lineage to distinguish independent corroboration from repetition.

What am I paying for if AI makes research faster?

You are paying for a defined evidence-assurance scope: identification, reconstruction, testing and presentation of the evidence needed to assess a material factual proposition responsibly. Technology may improve efficiency; the required evidence burden determines the scope.

Why is the final report often a PDF?

PDF is a practical format for preserving a stable, reviewable customer-facing record. The value is not the file format. The value lies in the evidence work, source traceability, analysis, limitations and reliance boundary.

Can I send Aperture an AI report and ask you to verify everything?

Possibly, but a bounded scope is usually more useful. We begin with the decision, material factual issue or defined set of related questions so verification focuses on what could actually change the decision.

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