Research Consulting

What This Engagement Is

Most organisations asking about AI visibility are asking the wrong question. They want to know how to rank in AI answers. The more important question is why AI systems cannot represent them accurately in the first place — and what structural conditions are producing that gap.

A Research Consulting engagement with ShodhDynamics investigates that second question. Not how to game a system. How to be understood by one.

A scoped assignment — not a retainer

The engagement has a defined beginning, a defined scope, and a defined end. There is no ongoing management, no monthly reporting cycle, no account relationship. The work produces findings. The findings are delivered. The engagement is complete.

An investigation — not an audit

An audit checks compliance against a checklist. An investigation follows the signal — wherever it leads. The output is not a scorecard. It is a structural picture of how AI systems currently perceive the entity, where the gaps are, and what is producing them.

Delivered findings — not ongoing dependency

ShodhDynamics does not build retainer relationships. The research produces a findings document the organisation can act on independently, share with internal teams, or use to brief implementation partners. The goal is clarity — not continued engagement.

What We Investigate

How AI systems currently perceive your entity

What does ChatGPT say about your organisation when asked directly? What does Perplexity retrieve when a buyer asks which providers exist in your category? What signals are producing that perception — and which signals are working against you?

Where the structural gap is accumulating

Between what an organisation verifiably is and what AI systems can confidently say about it, there is often a significant gap. The investigation identifies precisely where that gap exists — across identity signals, semantic associations, and independent source corroboration.

Which signals AI systems are reading — and which they are ignoring

Not all signals are equal. AI systems weight certain sources, certain structures, and certain patterns of corroboration differently. The investigation maps which signals are reaching AI training and retrieval pipelines and which are producing no effect.

What structural changes would shift AI perception

The findings document does not end with a problem statement. It ends with a structural picture clear enough to act on — the specific conditions that need to change for AI systems to represent the entity accurately and include it consistently in relevant responses.

Who This Is For

Founders who have seen the gap

You opened ChatGPT. You asked about your category. Your business did not appear — or appeared described in ways that bear no resemblance to what you actually do. You understand that something structural is wrong. This engagement investigates what it is.

Organisations preparing for AI-mediated buying

Your buyers are already using AI systems to research, evaluate, and shortlist options in your category. You are not yet certain how your organisation appears in that process — or whether it appears at all. This engagement provides that picture before the gap compounds further.

Leadership teams that need structural clarity before committing to a direction

You are being asked to make decisions about AI visibility strategy. You do not want to commit budget and direction to a tactical response before understanding the structural problem. This engagement produces the clarity that makes the strategic decision possible.

Who This Is Not For

Organisations looking for content production

This engagement does not produce blog posts, social media content, or SEO copy. If the output you need is content volume, this is not the right engagement.

Agencies seeking white-label research

ShodhDynamics does not produce research for resale under another brand. The findings are produced for the organisation commissioning them and are not available for third-party attribution.

Anyone expecting a ranked list of tactics

The output is a structural findings document — a clear picture of the problem and its causes. It is not a 90-day action plan, a prioritised tactic list, or a campaign brief. Organisations that need implementation support after receiving findings are responsible for sourcing that separately.

How an Engagement Works

Every engagement begins with a scoping conversation — not a sales call. The purpose is to establish whether the investigation ShodhDynamics conducts is the right response to the problem the organisation is facing. If it is not, that will be said directly.

If the scope is confirmed, the engagement proceeds in three stages:

Investigation

ShodhDynamics examines how AI systems currently perceive the entity across multiple platforms and query contexts. This includes direct AI testing, signal mapping, and cross-source analysis.

Synthesis

The findings are structured into a coherent picture of the gap — what is producing it, where it is most acute, and what the structural conditions are that would need to change.

Delivery

The findings document is delivered in a single session. Questions are addressed. The organisation leaves with a complete structural picture it can act on.

There is no retainer proposal at the end. There is no upsell. The engagement is complete when the findings are delivered.

ShodhDynamics takes a limited number of consulting engagements to preserve the independence and depth that makes the research useful. If capacity is not currently available, you will be told directly.