All prompts

Deep analysis prompts

24 prompts

Ask harder questions of what you uploaded: compare sources, find contradictions, extract every quote on a topic, stress-test the main argument.

Deep protocols6

The senior-researcher synthesis

Chat

A full academic-review harness: rules, process and a seven-part output structure. The most complete research prompt the community has shared.

Shared by u/Dry-Writing-2811 on r/notebooklm

### ROLE
You are acting as a senior academic researcher and expert analytical reviewer. Your reasoning must follow the standards of rigorous academic literature analysis.

### OBJECTIVE
Produce a comprehensive analytical synthesis based exclusively on the provided sources. The synthesis must address the following research question or analytical theme.

### RESEARCH QUESTION
"""
[INSERT THE QUESTION OR ANALYTICAL THEME HERE]
"""
Your task is to extract, organize, and analyze all information contained in the sources that contributes directly or indirectly to answering this question.

### FUNDAMENTAL RULES
Use only the information contained in the provided sources. Do not introduce any external knowledge. If information required to answer the question is not present in the sources, explicitly state: "Information not present in the sources." Preserve the technical terminology used in the original sources. Prioritize accuracy and fidelity to the authors' arguments. When multiple sources address the same issue, compare them explicitly. Avoid speculation or interpretation that is not grounded in the sources.

### ANALYTICAL PROCESS
Before writing the synthesis: identify the main ideas of each source; extract key arguments, data, and methodologies; group related insights into thematic clusters relevant to the research question; identify agreements, disagreements, and methodological limitations across sources.

### REQUIRED STRUCTURE OF THE SYNTHESIS
1. QUESTION REFORMULATION - restate the research question and the analytical dimensions it implies.
2. CENTRAL THESIS OF THE CORPUS - the main idea emerging from the sources that best answers the question.
3. THEMATIC ANALYSIS - minimum 3 themes; for each: detailed explanation, key concepts, empirical findings, methodologies used, contribution to the question.
4. CONVERGENCES AND DIVERGENCES BETWEEN SOURCES - agreements, contradictions, differing interpretations, competing hypotheses.
5. NUANCE RADAR - conditional statements ("if", "however", "except"), methodological limitations, uncertainty zones, potential biases.
6. KEY CITATIONS (VERBATIM) - quote the most important statements verbatim, indicate the source, and explain why each matters.
7. FINAL SYNTHESIS - what is strongly supported, what remains debated, and the main implications.

The insight meta-prompt (v5.1)

Chat

Doesn't summarize - it red-teams your notes and designs five custom prompts to expose blind spots. The author runs it in Gemini with the notebook attached; it also works pasted into Gemini Notebook chat.

Shared by u/palo888 on r/notebooklm

ROLE:
Elite [Meta-Prompt Architect + Insight Extraction Strategist + Red-Team Analyst + Decision Intelligence Designer].

CORE OBJECTIVE:
Your task is NOT to summarize the attached material. Your task is to: dissect the text deeply; map its explicit and implicit logic; identify blind spots, hidden tensions, untested assumptions, weak signals, and untapped insight potential; and ONLY THEN design 5 exceptionally high-quality metaprompts. These metaprompts must be engineered so that running them on this same material yields outputs that: expose non-obvious insights, shift interpretation, reveal hidden risks, and deliver hard decision advantages.

GUIDING PRINCIPLE:
No generic analytical prompts. Force the model to bypass surface-level conclusions, shatter false certainties, map 2nd and 3rd-order effects, and strictly separate fact from conjecture.

HARD RULES & QUALITY GUARDS:
- Truth > Originality (Crucial): Accuracy over flair. A precise, grounded prompt beats a bold, unverified one.
- Decision Delta: Every proposed prompt must drive an output that alters at least one of: reality interpretation, prioritization, resource allocation, execution sequence, or confidence level.
- Anti-Overlap Check: Minimize overlap among the 5 prompts. Their primary analytical vectors must be materially distinct, even if they partially touch adjacent issues.
- Evidence Threshold: No strong claims without >=2 independent notebook signals, unless explicitly tagged as [H] (Hypothesis).
- Density & Edge: Maximize intellectual payload, minimize word count. Zero fluff. Do not write a long prompt if a shorter one achieves the same effect.
- Anti-Hallucination & Fake Wisdom: Do not invent author intent or ungrounded mechanisms. Implicit-layer claims require extra caution. Do not infer motives, strategy, or latent structure unless supported by multiple notebook signals; otherwise mark them as [H].
- Fallback Mode: If the material is too chaotic, shallow, or incomplete for deep extraction, state this explicitly. Pivot to designing prompts that first fix thinking structures, refine questions, or expose critical missing data.

EPISTEMIC MAP (Mandatory output structure for every prompt):
[F] Fact from the notebook
[I] Inference drawn from multiple signals
[H] Hypothesis requiring testing
[M] Missing variable

ACTIONABILITY (Mandatory in every prompt):
- Differentiating Experiment: At least one cheap, reversible test that meaningfully discriminates between two or more competing explanations and would change the next decision if the result goes either way.
- Decision Impact: A dedicated section: "How does this insight alter a decision, priority, or resource allocation?"

EXECUTION PROTOCOL (Strictly execute STEPS 1, 2, and 3):

STEP 1: NOTEBOOK DIAGNOSIS (Output first)
- Material Type: What is this? (Strategy, research, operations...)
- Explicit vs. Implicit Layers: What is stated directly vs. assumed silently?
- Insight Potential: Where are the core tensions, anomalies, and missing variables?
- Dominant Failure Mode: How is a smart but busy user most likely to misinterpret this material?
- Analytical Risks: Other risks of superficial reading.
- Evidence Signals: Reference 2-5 specific notebook signals supporting your diagnosis. Do not fabricate formal citations if the material's structure does not support them.

STEP 2: 5 METAPROMPT GENERATION
Design 5 prompts primarily using these frameworks (adapt and explain if a framework doesn't fit the material):
THE SHADOW AUDIT: Exposes what the material omits, ignores, or inadvertently masks.
THE INVERSION ENGINE: Analyzes vulnerabilities - how the current state is guaranteed to fail.
THE SECOND-ORDER CATALYST: Maps non-intuitive downstream effects 2-3 steps ahead.
THE ASYMMETRIC LEVERAGE: Hunts for small intervention points with disproportionate impact.
THE PARADIGM DESTROYER: Hard red-team audit; how the smartest critic would dismantle this.

Structure for EACH of the 5 prompts:
- Name (Short, punchy).
- Primary Analytical Question (1 sentence proving anti-overlap).
- Why Standard Analysis Fails.
- When to Use & Expected Output.
- READY-TO-COPY PROMPT (In a markdown codeblock. Must contain: Role, objective, rules, [F/I/H/M] framework, differentiating experiment, and decision impact).
- Failure Risk / Blind Spots.

STEP 3: USAGE PROTOCOL (Output last)
- MVP Prompt: Identify the ONE prompt with the highest expected decision leverage for this material. Explain why to start there.
- Value Profile: Label each prompt: [Best for Reframing], [Best for Risk Detection], [Best for Fast Validation], [Best for Leverage], or [Best for Red Team].
- Combinatorics & Sequencing: Which 2 prompts stack best? Provide the exact sequence and what gap the second fills.
- Warning: Where is the user most likely to overvalue the insight and undervalue missing variables?

RESPONSE STYLE: Extremely concrete, dense, zero fluff, high signal-to-noise ratio, epistemically honest.

Neural triangulation

Chat

Three lenses on the same question - analytical, creative, skeptical - to break confirmation bias before an important decision.

Shared by u/ZoinMihailo on r/notebooklm

Ask the same question three times, through three different lenses:

Perspective 1 - Analytical lens: "Analyze this material as a strict academic researcher focused on evidence and logical consistency."

Perspective 2 - Creative lens: "Interpret the same material as a creative strategist looking for non-obvious connections and innovative applications."

Perspective 3 - Skeptical lens: "Question all conclusions as a critical reviewer looking for gaps and potential problems."

When all three lenses converge on the same conclusion, you are on solid ground.

Strip every assumption, convention, and fashion away. Find the irreducible truths — then derive non-obvious conclusions from them.

Shared by Sourclip

Strip the central topic of this notebook down to its first principles.

Step 1 — Inventory the assumptions.
List the 6–10 things the sources keep treating as given. State each in plain language.

Step 2 — Classify each assumption.
For every item, decide: is this a physical or logical necessity, a current convention, or a fashion that could change next year? Mark each as Necessity, Convention, or Fashion, and cite the source that reveals which.

Step 3 — Distill the irreducible truths.
After removing every Convention and Fashion, what remains? Write the 3–5 truths that survive, in numbered form, each defensible from first principles alone.

Step 4 — Reason forward.
Using only those first principles — not the conventions you removed — derive 3 non-obvious conclusions. Each conclusion should be something the sources don't quite state but that the principles strictly imply.

If a conclusion contradicts the dominant view in the sources, say so explicitly and explain why the conventions were hiding it.

Stress-test the main argument

Chat

Identify the dominant argument across the sources, then attack it the way a hostile reviewer would.

Shared by Sourclip

Identify the dominant argument across this notebook — the position the sources collectively push hardest — and then stress-test it.

Step 1 — State the dominant argument in one paragraph. Quote the two sources that articulate it most clearly.

Step 2 — Generate the 5 strongest objections to it. For each:
- A one-sentence statement of the objection.
- The intellectual tradition or kind of expert who would press it.
- The part of the notebook the objection would attack first.
- The single concrete piece of evidence that would make this objection devastating.

Step 3 — Identify the blind spots. What is the argument failing to consider that isn't quite an objection — adjacent risks, missing constituencies, second-order effects, fragile dependencies?

Step 4 — Verdict. After running the gauntlet, where does the argument hold and where does it crack? In 3–4 sentences, name the modified version of the argument that would actually survive scrutiny.

Be adversarial but fair. The goal is to find what's true, not to win.

The clarifying, probing, and generative questions a world-class expert in this domain would actually press these sources with.

Shared by Sourclip

Simulate the questions a world-class expert in this domain would ask after reading every source in this notebook.

Produce 15 questions, grouped as:
1. Five clarifying questions — things an expert would need answered before forming any opinion. These should expose ambiguity in the sources.
2. Five probing questions — questions that test whether the strongest claims actually hold up. These should target weak evidence, suspicious certainty, or missing context.
3. Five generative questions — questions that open the topic to new territory: what would change everything? what would the sources predict about adjacent problems they don't address?

For each question:
- Phrase it the way an expert would actually ask it — concrete, not abstract.
- Note which source(s) would be most relevant to the answer, or "Not addressed by current sources" if none.
- Add a one-sentence note on what a strong answer would unlock.

Avoid soft, polite, or beginner-friendly questions. These should be questions an author would lose sleep over.

Work across sources6

Compare arguments across sources

Chat

Get a side-by-side breakdown of the central argument in each source — and where they actually disagree.

Shared by Sourclip

Compare the main arguments across every source in this notebook.

For each source, list:
- Its central thesis (one sentence).
- The two strongest pieces of evidence it cites.
- What it underweights, ignores, or assumes without justification.

Then produce a comparison table with three columns — "Agree", "Partially agree", "Disagree" — showing where the sources sit on the 4–6 most important sub-questions.

Surface themes, structures, and behaviors that show up in source after source — even when nobody names them directly.

Shared by Sourclip

Identify the recurring patterns across every source in this notebook — the things that keep showing up but that no single source explicitly names.

Look for:
- Repeated language or framing used to describe the same thing.
- Cause-and-effect chains that appear in multiple sources.
- Common roles, actors, or archetypes that recur.
- Repeated failure modes or success conditions.
- Implicit timelines or sequences that match across sources.

For each pattern:
- Give it a short, memorable name.
- List the 2–4 sources where it appears, with a short quote from each.
- Explain what the pattern suggests that no individual source quite spells out.

Skip anything that any single source already calls out by name. The whole point is to surface what only becomes visible across the set.

Surfaces non-obvious bridges between sources that look unrelated on the surface. For synthesizers, writers and original thinkers.

Shared by Sourclip

Find the non-obvious connections between sources in this notebook that appear unrelated on the surface.

For each connection:
1. Name the two (or three) sources being bridged.
2. State the shared underlying idea, mechanism, or pattern in one sentence.
3. Quote the key passage from each source that demonstrates the link.
4. Explain why this connection isn't obvious — what surface-level differences hide it.
5. Describe one new insight or angle that only becomes visible once both sources are read together.

Aim for 5 strong cross-source connections. Prefer surprising bridges over safe ones. Skip anything where the link is already explicit in either source.

Stitch scattered events from every source into one unified chronology — with disagreements and single-source claims flagged.

Shared by Sourclip

Reconstruct a unified timeline of events from every source in this notebook.

Produce:
1. A single chronological list of every dated or datable event mentioned across sources. For each event: date (or approximate range), one-line description, and the source it came from.
2. Where two or more sources describe the same event, merge them into one entry and note any disagreements about date, sequence, or detail.
3. Flag any event that only one source reports — mark it [single-source].
4. Identify 2–3 inflection points: moments where the trajectory of the story clearly changes. Explain in one sentence why each is pivotal.
5. List any sequencing conflicts the sources never resolve, and the kind of evidence that would settle each one.

If a source describes events without dates, place them in the relative order suggested by the surrounding sources and mark them [estimated position]. Never invent dates that no source supports.

How a founder, investor, customer, and competitor would each interpret the same notebook — side-by-side, with the gaps between them.

Shared by Sourclip

Read this notebook through four different stakeholder lenses. For each, write a 5–8 sentence interpretation as if that stakeholder had just finished every source.

The four lenses:
1. Founder / operator — what does this change about what to build, ship, or stop?
2. Investor — what does this change about where capital should flow, and what risk to underwrite?
3. Customer / end-user — what does this change about expectations, price, or alternatives?
4. Competitor — what does this expose as a vulnerability or unclaimed wedge?

For each lens:
- Lead with the single biggest takeaway *that lens specifically* would extract.
- Quote one specific line from the sources that lens would highlight.
- Name the one thing that lens would actively dismiss or downweight from the notebook.

End with a one-paragraph synthesis: where do the four readings converge, and where do they pull in opposite directions? The disagreement between lenses is often more informative than the agreement.

Interrogate the sources6

Hidden assumptions audit

Chat

Surface the unstated beliefs every source is building on — and which ones wouldn't survive scrutiny.

Shared by Sourclip

Audit every source in this notebook for its hidden assumptions — the beliefs the author treats as obvious but never actually defends.

For each source:
1. List 3–5 load-bearing assumptions in plain language.
2. Mark each as Stated, Implied, or Smuggled (presented as fact without argument).
3. For each, describe what would have to be true in the world for the assumption to hold.
4. Flag any assumption that contradicts another source in the notebook.

End with a ranked list of the 5 assumptions that, if wrong, would most damage the overall picture these sources paint together. Explain the damage in one sentence each.

Do not invent assumptions. If a source is thin on hidden premises, say so.

Rank source credibility and bias

Chat

Audit every source for recency, provenance, evidence type, and bias — and decide which to trust when they conflict.

Shared by Sourclip

Audit every source in this notebook for credibility, bias, and evidence quality.

For each source, score and explain:
1. Recency — how current is the underlying information? (use the source's own dates)
2. Provenance — primary, secondary, or tertiary? Who funded, published, or stands to benefit?
3. Evidence type — data, expert opinion, anecdote, or speculation? Which dominates?
4. Bias direction — what would this source likely under-report or over-emphasize?
5. Internal consistency — does the source contradict itself anywhere?

Produce:
- A ranked list, most reliable to least, with a one-sentence verdict per source.
- A conflicts section: when two sources disagree, which should be trusted and why.
- A "trust ceiling" — the strongest claim the notebook can support given the weakest links in its source set.

Be specific. "Generally credible" is not an answer; cite the passage that earned or lost trust.

Identify what your sources gesture at but never actually answer — and how to close the gap.

Shared by Sourclip

Identify the unanswered questions in this notebook — the things the sources gesture at but don't actually resolve.

For each open question:
- State the question clearly.
- Explain why it matters (what decisions or conclusions hinge on it).
- Summarize what the current sources do and don't say about it.
- Describe the kind of evidence, source, or experiment that would actually answer it.

Rank the questions by how much answering them would change the overall picture.

Detect weak signals in the noise

Chat

Find the emerging trends and subtle patterns the sources mention in passing — the things that aren't loud yet but might be soon.

Shared by Sourclip

Surface the weak signals across this notebook — the patterns, mentions, and shifts that are easy to miss because no source treats them as a headline.

For each weak signal:
1. Name it crisply in one short phrase.
2. List the 2–4 places it appears across sources, with a brief quote each.
3. Explain what's interesting about it: why is it under-discussed relative to its potential significance?
4. Estimate its trajectory — dying, plateauing, or accelerating — and cite the one observation from the sources that justifies your call.
5. Suggest the single most informative next data point that would confirm or kill the signal within the next 6 months.

Avoid anything any source treats as a primary topic. The whole point is to find the things mentioned in passing that may not stay quiet for long.

Quick asks6

Structured research brief

Chat

Turn a notebook of mixed sources into a tight, citable brief you can hand to a teammate.

Shared by Sourclip

Build a structured research brief from the sources in this notebook.

Format the output as:
1. Topic & scope — in one sentence.
2. Key claims — list each claim with the source it comes from.
3. Areas of consensus — where sources agree.
4. Points of disagreement — where sources contradict or undercut each other.
5. Gaps — what is missing, under-evidenced, or out of date.

Use only what's in the notebook. If you infer anything, flag it as "[inference]" and explain why.

Extract the surprising insights

Chat

Find the non-obvious, counter-intuitive findings hidden in long sources — with citations.

Shared by Sourclip

Surface the 10 most surprising, counter-intuitive, or non-obvious insights in this notebook.

For each one:
- Quote the exact passage it came from.
- Name the source.
- Explain in one sentence why it's surprising compared to the conventional view.

Skip anything obvious. Skip anything that just restates the topic. Only include items a well-informed reader would actually pause on.

Index the sources first

Chat

The opening move of the workflow u/Able_Orchid_3818 shared: index before you ask anything, especially on messy transcripts and overlapping PDFs.

Shared by u/Able_Orchid_3818 on r/notebooklm

Index the sources in this notebook into their main topics. Output only the topic titles - no summaries, no descriptions.

Explain each topic, one by one

Chat

From the same workflow: never say “summarize” - say “explain”, and go through the index one title at a time so every source gets mined.

Shared by u/Able_Orchid_3818 on r/notebooklm

Explain [topic title from the index] in full, making sure to draw from ALL uploaded sources. Do not summarize - explain, building a comprehensive, logical structure.