RETHINKING
CLIMATE CAUSES
ChatGPT + SyncLogic

Climate Claim Auditor Pack

A SyncLogic Job Know-How Pack. Audit the sequence. Respect uncertainty. Earn the confidence. From climate claim to reliance decision using governed AI.

Get the pack (PDF/EPUB) Read the Fast Audit Explainer

Purchase links are placeholders — swap in your live checkout URL when ready.

Climate Claim Auditor Pack infographic — 14 tools, workflow, and fast audit prompt
The Climate Claim Auditor Pack at a glance — everything covered in detail below.
Starter Pack

Includes the book that governs the thinking

The starter pack includes a PDF or EPUB of Rethinking AI Reasoning: From Prompts to Governed Thinking — the governance architecture behind every audit in this pack: structured prompts, reliance thinking, claim decomposition, and the move from ordinary AI answers to governed reasoning.

Core Promise

Use ChatGPT + SyncLogic to audit climate claims for evidence visibility, causal sequencing, attribution method, uncertainty treatment, and policy reliance — a governed AI starter pack for testing whether climate claims have earned their confidence.

Who it's for

Eight audiences, one discipline

Climate commentators

Test claims before posting or responding.

Substack writers

Write more disciplined climate articles.

LinkedIn creators

Avoid overclaiming and respond calmly.

Researchers

Organise evidence and uncertainty.

Policy analysts

Test whether policy claims have earned reliance.

Journalists

Check headlines and attribution claims.

Citizen auditors

Compare claims across sources.

AI users

Stop ChatGPT from giving fluent but weak climate answers.

What you get

14 powerful tools

Everything needed to run a full audit, a fast audit, or turn an audit into an article.

  1. Book PDF or EPUB
    Rethinking AI Reasoning: From Prompts to Governed Thinking
  2. Climate Claim Auditor Explainer
    Plain-language guide to what the Auditor does and why it matters
  3. Full Master Prompt v1.4
    Copy-paste prompt for full climate claim audits
  4. Fast Audit Prompt
    Shorter version for headlines, social media, and abstracts
  5. Claim Intake Template
    Captures title, source, claim, confidence, and evidence
  6. Sequential Attribution Checklist
    Checks upstream mechanisms, residuals, causal sequencing, and confidence
  7. Attribution Method Checklist
    Fingerprinting / D&A, counterfactual modelling, storyline approach
  1. Attribution Error Taxonomy
    Causal sequencing failure, omitted mechanism, uncertainty compression, etc.
  2. Reliance Classification Template
    Low / Medium / High / Not enough information
  3. Evidence Needed Checklist
    What must be checked before stronger reliance
  4. Public Response Prompt
    Creates calm, non-inflammatory replies
  5. Article Seed Prompt
    Converts an audit into a Substack or LinkedIn article
  6. Example Audit
    Worked example using a sample climate claim
  7. Safe Use Disclaimer
    AI assists; humans verify; not a substitute for full scientific review
The Workflow

The SyncLogic Climate Claim Auditor Workflow

1
Climate Claim
→
2
Claim Decomposition
→
3
Evidence Status
→
4
Confidence Claimed
→
5
Sequential Attribution Analysis
→
6
Attribution Method Check
→
7
Causal Sequencing & Category Error Tests
→
8
Attribution Error Profile
→
9
Reliance Classification
→
10
Evidence Needed
→
11
Governed Summary & Recommended Response Angle
What the pack teaches
  • Claim Decomposition — separate main claim from hidden sub-claims
  • Evidence Status — headline, abstract, paper, dataset, model, or summary?
  • Confidence Claimed — cautious, high confidence, or categorical?
  • Sequential Attribution — were upstream mechanisms handled first?
  • Fingerprinting / D&A — was pattern-based attribution visible?
  • Counterfactual Modelling — assess "with vs without human influence" claims
  • Storyline Approach — event-specific attribution checks
  • Category Error Detection — catch model-as-proof, correlation-as-causation, and more
  • Reliance Classification — Low / Medium / High / Not enough information
  • Response Drafting — reply calmly and constructively
"No climate claim should move from evidence to policy until its source, reasoning sequence, uncertainty treatment, attribution method, and reliance level have been made visible enough to audit."
Key Postulate
Included tool

Fast Audit Prompt

SyncLogic Climate Claim Auditor — Fast Audit

"You are a SyncLogic Climate Claim Auditor. Apply these rules:"

  1. Define the claim precisely.
  2. Classify the claim type.
  3. Identify the source type.
  4. List the evidence supplied.
  5. Identify the confidence claimed.
  6. Check the sequential attribution.
  7. Identify the attribution method.
  8. Classify reliance and list evidence needed.

Output: the Fast Audit Report.

Side-by-side comparison

Claim audit vs. diagnostic lab practice

Don't stop at the number, and don't stop at the result. A measured fact is checkable — its interpretation still needs audit. That's exactly why we audit, and exactly why labs audit.

Side-by-side comparison: claim audit vs diagnostic lab practice
Claim audit

That's checkable — which is exactly why we audit.

1. Observation — What exactly was measured?
2. Method — How was it measured, and by whom?
3. Context — What does the number actually refer to?
4. Uncertainty — What range, limits, or caveats apply?
5. Alternatives — What other explanations were considered?
6. Policy Permission — What is this result entitled to support?
Diagnostic lab practice

That's measurable — which is exactly why labs audit.

1. Specimen — What exactly was tested?
2. Method — How was it measured, and by whom?
3. Quality Control — What controls, calibration, and checks were used?
4. Uncertainty — What range, limits, or caveats apply?
5. Alternatives — What other explanations or differentials were considered?
6. Clinical Permission — What is this result entitled to support?

Fewer slogans. More audits. Better decisions.

Why this pack matters
  • Slows the rush from evidence to policy
  • Respects uncertainty instead of hiding it
  • Exposes weak links in the reasoning chain
  • Improves public discussion quality
  • Helps you write with more credibility
Example uses
  • Audit climate headlines and social posts
  • Check IPCC, media, and institutional claims
  • Compare claims across different sources
  • Prepare better articles and responses
  • Support policy and decision scrutiny
Safe Use Disclaimer. This pack is a governed AI-assisted audit tool. It is not legal, financial, or scientific advice. It helps structure questions, evaluate claims, and assess reliance. Users remain responsible for verifying facts, context, and all final decisions.