deathfuel.com/services/narrative risk audit
De-risking Enterprise Communication

Every Unverified Claim You Publish Is Exposing You To Risk You Haven't Calculated Yet

Incorrect claims don't harm companies immediately. The authority damage is slow at first — then sudden and brutal.

I investigate narratives and uncover elements in your content that expose or increase risk to your brand — before your competitor, a journalist, or a regulator does it for you.

Request an Audit See How It Works
Claim Defensibility· Pressure Testing· Attack Surface Mapping· Narrative Exposure· Source Integrity· Hallucinated Citations· Reputational Risk· Contradiction Detection· Claim Defensibility· Pressure Testing· Attack Surface Mapping· Narrative Exposure· Source Integrity· Hallucinated Citations· Reputational Risk· Contradiction Detection·

Who Does This

Ankur
Bhardwaj

Former journalist at Economic Times and Business Standard. Built and ran content operations at Appinventiv, SocialPilot, among others.

I don't edit content or improve writing. I pressure-test the claims inside your marketing or strategic assets — the way a regulator or journalist would.

Documented method of narrative de-construction

In March 2026, I analyzed Microsoft's SEC 10-Q filings and called their lawsuit threat against OpenAI a structural bluff. The analysis was based on OSINT information and Microsoft's own filings.

April 27, 2026: Microsoft and OpenAI announced a renegotiated partnership. No lawsuit. The exclusivity architecture was officially gone.

This is what I do: find the gap between public position and actual evidence — before the market does.

The Condition

Communication Teams Constantly Create Exposure In The Pieces They Publish

Claims that fall apart under scrutiny.

01 A stat cited accurately — framed to mean the opposite of what the source actually concludes. The source becomes the rebuttal.
02 A claim that held up in the room. Doesn't hold up when someone reads the primary source it rests on.
03 A thesis built on an assumption nobody stress-tested before it went live — and now carries your company's byline.
04 A position that's technically accurate but constructed in a way that inverts completely under a single line of scrutiny.

None of this breaks brands the moment they go live. The claim gets cited internally, referenced externally, built into presentations. And the exposure compounds quietly — until a competitor, a journalist, or a regulator decides to pull the thread.

The authority damage is slow at first. Then sudden and brutal.

In The Wild

This Is What
It Looks Like
When It Happens

In late 2025, EY Canada published a 44-page cybersecurity report titled Points of Attack: Uncovering Cyber Threats and Fraud in Loyalty Systems. Three employee bylines. Hosted on EY's website. Circulated through client briefings and institutional decks.

Nobody pulled the citations before it went live.

In May 2026, researchers at GPTZero did. What they found: fabricated URLs, hallucinated McKinsey and Forbes sources that don't exist, a key statistic that contradicts itself between page 4 and page 10, and a fake citation laundered from an obscure fintech blog directly into a Big Four publication.

The claim trail
Page 4$200 billion = total global loyalty points market
Page 10$200 billion = value of unredeemed points only — a completely different claim
SourceA McKinsey report that does not exist. Traced to an obscure fintech blog.
ResultFT headline. Public retraction. Institutional credibility damaged on the record.
FT: EY retracts study after researchers discover AI hallucinations

The report wasn't pulled the day it published. It circulated for months. It was cited across 60+ newspapers via syndication. Claude, ChatGPT, and Perplexity all surfaced its hallucinations as facts. The exposure compounded quietly. Then the thread got pulled.

What this actually is

This isn't an AI story. AI is only as good as the operator.

The failure mode is more human — misaligned incentives trading velocity for accuracy.

EY's value proposition to every client is institutional credibility. That credibility is now a footnote in a GPTZero investigation and an FT retraction.

This Is What I Prevent.

Your business becoming a headline for publishing something it shouldn't have.

Source: GPTZero Investigation · May 14, 2026
Financial Times · May 2026

From Actual Audit Work

What Narrative
Analysis Uncovers

Real findings from one client's content audit. Client and content details sanitised.

Finding 01
Claim Inversion
A stat cited accurately — then used to support the exact opposite conclusion the source draws. The writer's narrative required fragility. The source argued for resilience. The published piece and the linked source now directly contradict each other.
Attack vector: Source contradiction on the record. One link is all it takes.
Finding 02
Semantic Drift
"Don't confidently know" rewritten as "don't actually know." The source describes partial knowledge. The published piece asserts total ignorance — with a dramatised lead-in to amplify the gap. Small shift in language. Significant shift in claim.
Attack vector: Factual misrepresentation of source material.
Finding 03
Expectation Mismatch
Anchor text names one platform. Destination is a competitor's transactional page. Confirmed as habitual practice by the content team — not an isolated error. Every instance compounds the trust degradation.
Attack vector: Trust violation — reader and search crawler both penalise.
Documented Example — Semantic Drift
Source"82.4% don't confidently know their pain points"
Published"82.4% don't actually know what's bothering their customers"
The shiftPartial knowledge → total ignorance. One word. Different claim entirely.
Violation: Google's accuracy and source integrity expectations. Risk: E-E-A-T degradation, trust signal erosion, competitor rebuttal material.

The Audit

How It
Works

I go through your content and find areas where competitors or hostile readers would try to dismantle your narrative — then suggest plugs to close the leak.

Every claim. Every stat. Every assertion resting on a source. I find which positions are inaccurate, which are accurate but misframed, and which are technically defensible but currently undefended — meaning one hostile read away from becoming a liability.

Then I write it down. No hedging. No softening. Each gap named, each attack vector documented, each fix specified.

The Deliverable
5–10 Page
Audit Report
  • Claim identified
  • Source checked against published assertion
  • Structural gap exposed
  • Attack vector documented
  • Severity rated
  • Fix recommended
PDF · Annotated · No ambiguity

Audit Pricing

Priced By
Surface Area

The more material, the more exposure to find. The more exposure, the more time it takes to do this properly. Word count is the honest variable.

$500
Up to 1,000 words
  • Single articles
  • Blog posts
  • Landing pages
  • Product pages
Turnaround: 3–5 days
$1,000
1,000–5,000 words
  • Long-form articles
  • Case studies
  • Multi-section reports
  • Sustainability claims
Turnaround: 5–7 days
$2,500+
Above 5,000 words
  • Whitepapers
  • Ebooks
  • Content programs
  • Multi-document engagements
Custom scope · Discussed on enquiry

For when the cost of being wrong exceeds the cost of finding out first.

After The Audit

The Audit Finds
What's Broken.
This Fixes How
It Gets Made.

The audit is diagnostic. It tells you where one of the audited assets breaks and how it can be used against you.

If you want to fix how your team sources, thinks, and writes — so the next piece doesn't need an audit — that's a different engagement.

The Editorial System Design program installs the methodology your team needs to publish defensible content consistently. Theory first. Co-creation after.

Editorial System Design
From Diagnostic
To Discipline.
  • Information sourcing architecture
  • Thesis construction & narrative arc
  • Writing with claim discipline
  • Live co-creation run (Full Bench)
See the Program →

Scope Clarity

Right Fit.
Wrong Fit.

Right Fit
  • Any org where a published claim carries institutional or commercial weight
  • Content-heavy companies in regulated or competitive verticals
  • Founders and comms teams before a high-stakes publish, fundraise, or launch
  • Companies where a competitor, journalist, or regulator is paying close attention
Not This
  • Teams looking for editing or proofreading
  • Anyone who needs content to be better written — not more defensible
  • Anyone who thinks "good enough to publish" is the same as "safe to publish"
  • Teams without budget or appetite for honest findings
Get In Touch

15 Minutes.
No Pitch.

Either it's the right fit — or it isn't.

✉   bhardwajankur6@gmail.com
Schedule a Conversation.

15 minutes · No pitch · No commitment