Research, Market Intelligence, and Decision Support
93TriVista score
AlphaSense
A market research tool that searches company filings, broker research, and expert call transcripts fast, used by investment and strategy teams.
Google Gemini Notebook (formerly NotebookLM)
AI tool profile ·
Google's AI research notebook that answers questions only from the files you upload and links every answer to its source.
75TriVista score
Category rank#3 in Research, Market Intelligence, and Decision Support
Baseline ELO1,500.8
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Current-name note: Active/retained — fixed catalog identity preserved for the 2026 public-web research run.
At a glance
What it does
NotebookLM is an AI research notebook from Google; in mid-2026 Google began calling it Gemini Notebook, though many people still say NotebookLM. A user uploads documents, web links, or audio, then asks questions about them. The tool answers only from those uploaded sources and links each answer to a source. It can turn your sources into an audio overview that sounds like a podcast, or build a video overview, a mind map, flashcards, or a quiz, and a newer Deep Research mode digs through many sources at once. The free plan allows 100 notebooks and 50 sources per notebook; paid tiers come bundled into Google's AI Plus, Pro, and Ultra plans.
Where it can help
This fits a team drowning in long reports, transcripts, or policy documents, such as a research, legal, or strategy group that can start by loading its own files into one notebook. The free tier covers light use, since it already allows 100 notebooks. Heavier users can move to a paid plan: Google's AI Plus costs about 5 dollars a month and Pro about 20 dollars a month, but confirm these figures directly with Google, since bundling and pricing have changed more than once. Two things to watch: the recent rename to Gemini Notebook can confuse staff searching for help articles, and answers are only as good as the sources you feed in. It is not built for company-wide governance or audit logging like a true enterprise tool.
Company fitHow your company could affect the fit
How one company factor at a time moves the modeled score. The published score is unchanged.
Company fit
How your company could affect the fit
How one company factor at a time moves the modeled score. The published score is unchanged.
Industry Financial and professional services Modeled score75.6 / 100 Modeled category rank#3
Baseline Consumer products
Adjusted ELO 1,503.4
Change from baseline +5.4 ELO
Technology Maturity High Modeled score75.4 / 100 Modeled category rank#3
Baseline Moderate
Adjusted ELO 1,502.1
Change from baseline +4.1 ELO
Industry Energy and utilities Modeled score75.0 / 100 Modeled category rank#3
Baseline Consumer products
Adjusted ELO 1,499.7
Change from baseline +1.7 ELO
Technology Maturity Low Modeled score74.9 / 100 Modeled category rank#4
Baseline Moderate
Adjusted ELO 1,499.4
Change from baseline +1.4 ELO
Industry Construction and real estate Modeled score74.9 / 100 Modeled category rank#3
Baseline Consumer products
Adjusted ELO 1,499.2
Change from baseline +1.2 ELO
Revenue Band $100M-$500M Modeled score74.9 / 100 Modeled category rank#3
Baseline $25M-$100M
Adjusted ELO 1,499.1
Change from baseline +1.1 ELO
Industry Healthcare and life sciences Modeled score74.8 / 100 Modeled category rank#3
Baseline Consumer products
Adjusted ELO 1,499.1
Change from baseline +1.1 ELO
Revenue Band $500M-$2B Modeled score74.5 / 100 Modeled category rank#6
Baseline $25M-$100M
Adjusted ELO 1,497.1
Change from baseline -0.9 ELO
Revenue Band Under $25M Modeled score74.8 / 100 Modeled category rank#4
Baseline $25M-$100M
Adjusted ELO 1,498.8
Change from baseline +0.8 ELO
Revenue Band Over $2B Modeled score74.5 / 100 Modeled category rank#5
Baseline $25M-$100M
Adjusted ELO 1,497.2
Change from baseline -0.8 ELO
Industry Technology and telecommunications Modeled score74.8 / 100 Modeled category rank#3
Baseline Consumer products
Adjusted ELO 1,498.6
Change from baseline +0.5 ELO
Industry Automotive and transportation Modeled score74.7 / 100 Modeled category rank#4
Baseline Consumer products
Adjusted ELO 1,498.5
Change from baseline +0.5 ELO
Industry Industrial manufacturing Modeled score74.6 / 100 Modeled category rank#2
Baseline Consumer products
Adjusted ELO 1,497.6
Change from baseline -0.4 ELO
Industry Food and beverage Modeled score74.6 / 100 Modeled category rank#4
Baseline Consumer products
Adjusted ELO 1,497.8
Change from baseline -0.3 ELO
Company Type Business services Modeled score74.6 / 100 Modeled category rank#8
Baseline Manufacturing
Adjusted ELO 1,497.8
Change from baseline -0.2 ELO
Industry Retail and distribution Modeled score74.7 / 100 Modeled category rank#3
Baseline Consumer products
Adjusted ELO 1,498.0
Change from baseline -0.0 ELO
Cost guide
What it can cost
These estimates cover licensing, setup, integrations, staff time, security, administration, and support.
| Cost measure | Low | Base | High |
|---|---|---|---|
| First-year total | $23K | $37.4K | $62K |
| Three-year total | $42.4K | $66.4K | $106.8K |
| First-year cost per unit | $1.2K | $1.9K | $3.1K |
| Average annual cost per unit (over three years) | $707 | $1.1K | $1.8K |
Cost breakdown by scenario
| Component | Low | Base | High |
|---|---|---|---|
| Licensing and usage | $1.5K | $2K | $2.7K |
| Implementation | $6K | $10K | $17K |
| Integration | $4.4K | $8K | $14.4K |
| Staff time and change management | $3.9K | $5.5K | $7.7K |
| Security | $2.8K | $4K | $6K |
| Administration | $2.3K | $3K | $4.1K |
| Support | $1.1K | $1.5K | $2K |
Estimate assumptions: This scenario uses a category-based allowance, not a verified price for this product. Based on 20 enabled users. Confirm the vendor’s billing unit and current price or quote before budgeting.
Benefits have not been estimated: The current research does not estimate potential savings, return on investment, or how long it would take to recover the cost. Earlier benefit estimates are excluded.
Get started
What you need first
What you need firstSet up the basics
Confirm current product identity, commercial packaging, data processing terms, sign-in and access rules, retention, integrations, support model, implementation effort, and rollback conditions.
How to startSet clear limits
Verify identity, package, availability, ownership, pricing, and security evidence before approving a pilot
Before you scaleSet safe working rules
Recommended next action
Do not approve a pilot yet. Verify the current product identity, package, availability, owner, pricing, and security evidence; then define one workflow, a baseline, and rollback criteria.
Decision ownerBusiness and technology owner
STARTSet a goal and owner
Define what success looks like for a test of Google Gemini Notebook (formerly NotebookLM) and assign someone to lead it.
FIRST MONTHTest one workflow
Once the requirements above are met, compare a small trial with how your team works today.
MONTH TWOReview actual use
Track adoption, output quality, business results, and actual costs against the estimate.
MONTH THREEDecide what comes next
Use the results to decide whether to stop, adjust, or expand the pilot.
Risk profile
Required controls
Security and safe use
Confirm encryption, how the vendor uses your data, customer data separation, how long data stays and how to delete it, activity records, sign-in and user setup, where data is handled, other companies that process data, past incidents, and what your team must manage.
Exit and rollback
Review before rollout: confirm how to export your data, revoke access, and return to your existing workflow. Assign an owner and test the rollback plan before expanding use.
Recommended next step
Do not approve a pilot yet. Verify the current product identity, package, availability, owner, pricing, and security evidence; then define one workflow, a baseline, and rollback criteria.
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How to learn more about this tool
Where to check the product, price, security, and support.
Official product information
notebook.google
Read official information →
Research observations recorded: 1. Evidence quality: Some support.
Score history
How the rating has changed
Recorded score and category rank across research updates.
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TriVista Score 75.1/100Category rank #3
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