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DOSSIER · General AI assistant · FLAGSHIP · VERIFIED 13 Oct 2026
Gemini75FlagshipGoogle ecosystem multimodal assistantVerified 2026-10-13

Dossier · General AI assistant

Gemini

Sixteen scored dimensions, Search grounding and Deep Research modes, Google AI Plus/Pro/Ultra matrix, Gemini API ledger, competitive lens, and desk rows waiting for your multimodal benches.

What is Gemini?

Decision

Google ecosystem multimodal assistant

Choose it when
  • Google-heavy users who want assistant, storage, Search, NotebookLM, and media-generation benefits in one subscription family
  • Drafting and rewriting with Google Search grounding in the same thread
Skip it when
  • You need numbered footnotes and domain audits like a cited search engine
  • Your institution forbids human review/model improvement and you cannot manage Gemini Apps Activity or Workspace/Vertex controls
Cost
Google AI Plus: USD 4.99/mo, 400 GB, 2x limits · Google AI Pro: USD 19.99/mo, 5 TB, 4x limits · Google AI Ultra: from USD 99.99/mo, 20 TB+, with higher-allowance Ultra around USD 199.99/mo and up to 20x Pro limits, pl…
Privacy
Consumer Gemini activity may be human-reviewed and used to improve Google services unless settings are adjusted.

Watch for Search grounding can cite SEO/support/forum/stale pages

Editorial · hands-on10 sourcespricing checked 13 Oct 2026privacy checked 7 Sep 2026

What these labels mean
Editorial fit
0–100 desk score for research-workflow fit. Not stars, not a benchmark.
Evidence level
How close the desk got: self-run, hands-on, synthesized, or vendor claim.
Dossier depth
Flagship, Solid, Lightweight, and Draft describe how finished the page is — not which tool is best.
Verification date
When pricing or privacy was last opened at the source. Not a re-score of the whole dossier.
Benchmark status
Pending means no relevant first-party test is published yet. It is not a negative score.

Open the glossary · Read the methodology

Gemini is a tool in the VerdictPal General AI assistant set: Google’s multimodal assistant and AI plan ecosystem, with Search grounding, Deep Research, Deep Search in AI Mode, Gems, Live, image/music/video generation, NotebookLM benefits, Google storage bundles, and a separate Gemini API. It scores 75 out of 100 on editorial fit.

Role: Google ecosystem multimodal assistantCategory: General AI assistantEditorial · hands-on
Gemini at a glance, with the date each field was checked.
FieldValue
Editorial fit75 out of 100
Dossier statusFlagship
SetGeneral AI assistant
Role in a workflowGoogle ecosystem multimodal assistant
PricingFree Free · Google AI Plus $4.99/mo · Google AI Pro $19.99/mo · Google AI Ultra $99.99/mo · Google AI Plus student offer (CH, 1 year) Free · Gemini API Custom
Training on your dataFor personal Gemini accounts, free or paid, Google uses activity to train AI models when “Keep Activity” is on. Turn it off in Gemini Apps Activity: future chats are not used for training unless you send feedback. Temporary chats are not used to train Google's AI models either; safety processing still applies. For team and enterprise use, Workspace licenses with Gemini as a core service protect chats and uploaded files from generative-model improvement; some other Workspace licenses do not. The paid Gemini API does not use prompts or responses to improve Google's products. Unpaid API use can, except in the EEA, Switzerland and UK, where the paid-service data terms also apply to unpaid use. Sources: Google, Gemini Apps Privacy Hub; Gemini for work or school; Gemini API terms (linked in Sources)
Last verified2026-10-13

Editor's note

Gemini is the assistant to judge as a Google ecosystem bundle. The tool should separate model quality from storage perks, NotebookLM/Flow value, and the very different privacy rules for consumer app, free API, paid API, and Workspace/Vertex.

Public facts · vendor & repo

List prices and pay-as-you-go entry points we can cite without running our own bench. Each tile links to a source when possible.

$99.99/moGoogle AI Ultraone.google.com/google-ai-plans ↗
$0.30 in · $2.50 out / 1MGemini API (Flash)ai.google.dev pricing ↗

Limits & product surface

Non-price vendor claims — multipliers, caps, and API scope. Detailed matrices live in subscription and SDK sections below.

Ultra intro price
$99.99/mo for first 3 months (marketing)one.google.com/google-ai-plans ↗
Gemini 2.5 Pro (API)
$1.25 in · $10 out / 1M tokensai.google.dev pricing ↗
Paid API training
Not used to improve models (vendor terms)Gemini API terms ↗
Consumer activity control
Gemini Apps Activity toggle in Google AccountGoogle Account help ↗

How it works · agent loop

The public positioning for this product — the loop we score against on VerdictPal.

Pick the surface

Browser app for multimodal chat; AI Studio when you need API keys; Workspace side panel when your school runs Google — name which you used in methods.

Ground, then verify

Enable Search grounding for factual questions, then open every link. If the card disagrees with the page, trust the page.

Set activity controls

Turn off Gemini Apps Activity before sensitive drafts on consumer accounts; route regulated work through Workspace or Vertex if procurement allows.

Budget API apart

Google AI Pro in the browser does not cover production API spend. Bill Flash vs Pro tokens separately in courseware.

Who it fits, where it fails

Best for

  • Google-heavy users who want assistant, storage, Search, NotebookLM, and media-generation benefits in one subscription family
  • Drafting and rewriting with Google Search grounding in the same thread
  • Multimodal uploads: PDFs, slides, images, video, code, and audio/video-style workflows
  • Students on Google AI Pro who want Deep Research without buying a second search assistant

Avoid if

  • You need numbered footnotes and domain audits like a cited search engine
  • Your institution forbids human review/model improvement and you cannot manage Gemini Apps Activity or Workspace/Vertex controls
  • You are building production RAG and assume the free AI Studio/API tier has the same data rules as paid Gemini API
  • You do not use Google Drive/Gmail/Photos/NotebookLM/Flow enough to value the bundle

Strengths

  • Multimodal Gemini chat
  • Search grounding
  • AI Mode / Deep Search
  • Deep Research
  • Gemini Live
  • Gems
  • image/music/video generation
  • NotebookLM expanded limits
  • Google Flow
  • Drive/Gmail/Photos storage bundle
  • Gemini API
  • Workspace/Vertex enterprise paths

Weaknesses

  • Search grounding can cite SEO/support/forum/stale pages
  • Deep Research can miss academic databases
  • Consumer activity and free API data use must be managed
  • Storage/media perks can obscure assistant value
  • Regional availability varies
  • Free API and paid API have different privacy boundaries

How it could improve

  • Citation accuracy needs investment. A citation-verification pass against Semantic Scholar or CrossRef before presenting a source would catch the worst fabrication errors.
  • Over-refusal is a calibration problem. The tool needs finer-grained policy categories so legitimate research tasks don't get swept up in blanket safety filters.

Search modes · 8 lenses

One input box, many retrieval postures. Filter by tier.

01Free

Standard chat

Default Gemini conversation — text, uploads, and tools per plan

02Free

Google Search grounding

Pulls live web results into answers — verify each link

03Pro

Deep Research

Multi-step report with sections — quota on Google AI Pro and above

04Free

Gems

Saved system-style instructions for recurring coursework patterns

05Pro

Gemini Live

Real-time voice and camera conversation on supported devices

06Pro

Canvas & images

Image generation, editing, and side-by-side draft surfaces

07Pro

Video understanding

Upload or paste video for Q&A — length caps vary by tier

08Pro

Workspace side panel

Gemini in Docs, Gmail, Drive when your tenant enables it

Competitive lens

Where Gemini wins for cited research — and where a rival still belongs in the stack.

ChatGPT is the default OpenAI co-writer; Gemini is the Google-native multimodal desk. Pick ChatGPT for the widest plugin and custom GPT ecosystem; pick Gemini when Search grounding, Drive, and video uploads must stay inside Google.

Gemini

  • Native Google Search grounding and Workspace side panels
  • Strong video and image upload Q&A in one consumer app
  • Google AI Plus entry under $10/mo for light paid use
  • Gemini API Flash pricing competitive for high-volume drafts

ChatGPT

  • Richer custom GPT marketplace and third-party integrations
  • Canvas-style long-form editing maturity on Plus
  • Many students already pay for ChatGPT Plus habitually
  • Fewer Google-account surveillance concerns on non-Google campuses

Scores and evidence

Metric lab · 16 dimensions

Click a tile for the editorial note. Color follows score: coral, yellow, mint.

Shape

Avg 73 · 55–86

75Editorial fit

Strong general desk for Google-centric students; not a cited-search or reference-manager replacement.

By group

Fit79
  • Editorial fit75
  • Multimodal depth84
  • Deep Research73
  • Product polish86
  • Long-context utility79
Cost68
  • Value for money74
  • Free tier utility68
  • Limit clarity61
Trust64
  • Citation honesty62
  • Privacy & retention55
  • Enterprise readiness76
Workflow76
  • Search grounding70
  • API developer fit81
  • Response speed80
  • Workspace tie-in78
  • Gems & customization72

Benchmark ledger

Public rows are vendor or third-party claims we logged with a date. Desk rows are reserved for VerdictPal self-run results.

MeasureResultSource
Google AI Plus4.99 USD / moone.google.com
Google AI Pro19.99 USD / moone.google.com
Google AI Ultra99.99 USD / moone.google.com
Ultra introIntro pricing window per vendor; verify at checkout.99.99 USD / moPlan marketing copy
2.5 Flash input0.30 USD / 1M tokensai.google.dev
2.5 Flash output2.50 USD / 1M tokensai.google.dev
2.5 Pro input1.25 USD / 1M tokensai.google.dev
2.5 Pro output10 USD / 1M tokensai.google.dev

Editorial evidence · 0 entries

No editorial benchmark yet. The tool stays at status Flagship until evidence lands.

This tool is in the VerdictPal Citation Fidelity protocol — frozen question bank, dual-reviewer grading, results still pending. Citation Fidelity v0.1 →

Test scenarios · hands-on lab

How we exercised the product. Step through each run before you trust the scores.

Test run

Step 1 of 5

Ask a factual campus or policy question with Search grounding enabled.

Research log · desk notes

What we learned while building this dossier — not vendor copy.

one.google.com + ai.google.dev ↗

Browser Pro ≠ API bill

Google AI Pro includes consumer features and storage; production courseware still needs Cloud billing and token dashboards on AI Studio.

Google Account help ↗

Gemini Apps Activity is separate from API terms

Turning off activity in Google Account settings does not change AI Studio free-tier training language — read both policies before mixed classroom use.

Gemini help ↗

Deep Research is a report mode, not a database

Support docs describe multi-step planning and export; desk still found forum URLs in a sample report — methods should require domain allowlists.

VerdictPal desk pass

Grounding ranked SEO over registrar

Campus policy prompt surfaced a Medium post above the handbook until we added site: filters — teach explicit query constraints.

What it costs, what it keeps

Google AI consumer plans · checked 2026-10-13

Plan matrix

Consumer Google AI plans from one.google.com May 2026. Columns: Free · Plus · Pro/Ultra (check vendor matrix for Ultra-only caps). API billing is separate below.

CapabilityFreeProMax
Gemini 2.5 Pro accessLimitedHigher limitsWidest (Ultra)
Deep ResearchLimited / noneIncluded on Pro+Highest quotas (Ultra)
Gemini Live—On supported plansFull Live features
Video & large uploadsCapsRaised capsHighest caps
GemsBasicMore GemsPremium Gem features
2 TB storage (bundle)—With Google One tiers30 TB on Ultra (vendor)
Gemini Apps Activity opt-outAccount settingAccount settingAccount setting
API no-training (paid)——Paid API only

gemini.google.com and the Google One AI bundle: multimodal chat, Deep Research, Live, and storage. This block is browser subscription pricing only — Gemini API is below.

Google AI Plus

$4.99/mo

Google One · monthly

  • Step up from Free without full Pro price
  • More access to advanced models (vendor matrix)
  • Good for students who only need occasional Deep Research

Google AI Ultra

$99.99/mo

Intro $99.99/mo for 3 months (vendor)

  • Highest consumer quotas and Veo-class video features where offered
  • 30 TB storage claim on marketing page — verify before procurement
  • For creators and labs, not typical course budgets

Swiss student offer, checked 13 Oct 2026 at gemini.google/students/: eligible students and trainees aged 18+ get Google AI Plus, not Pro, free for one year, with 400 GB storage. Redeem by 31 Dec 2026; payment method required; then CHF 5/mo unless cancelled. Eligibility must be re-verified yearly. Ultra introductory prices and regional prices are separate.

Gemini API & AI Studio · checked 2026-10-13

ai.google.dev bills per million tokens on Flash, Pro, and specialty models. Free AI Studio tier may improve Google products; paid API traffic is not used to train models per terms.

AI Studio free tier

$0

API · rate limits

  • Flash and Pro smoke tests without a card (limits apply)
  • Data may be used to improve Google products per terms
  • Fine for demos, not for student PII or sealed datasets

Endpoints · 3 routes

POSTgenerativelanguage.googleapis.com/v1beta/models/{model}:generateContent

REST generateContent — see model IDs in docs

POST…:streamGenerateContent

Streaming for chat UIs and agents

toolgoogle_search_retrieval

Grounding tool on API — separate from consumer UI toggle

Token list prices from ai.google.dev May 2026. Wire keys server-side; never ship API keys in front-end bundles. Desk has not validated Vertex SLA.

Atlas bundle string · checked 2026-10-13

  • Google AI Plus: USD 4.99/mo, 400 GB, 2x limits
  • Google AI Pro: USD 19.99/mo, 5 TB, 4x limits
  • Google AI Ultra: from USD 99.99/mo, 20 TB+, with higher-allowance Ultra around USD 199.99/mo and up to 20x Pro limits, plus Deep Think / higher media / NotebookLM / Flow access depending on region
  • Gemini API usage-based and separate.

Privacy deep-dive · checked 2026-09-07

Consumer Gemini activity may be human-reviewed and used to improve Google services unless settings are adjusted. Google AI plans are consumer bundles, not automatic Workspace governance. Gemini API free and paid tiers have different data-use boundaries; Workspace/Vertex/Cloud are the enterprise-governance lanes.

Training on your dataFor personal Gemini accounts, free or paid, Google uses activity to train AI models when “Keep Activity” is on. Turn it off in Gemini Apps Activity: future chats are not used for training unless you send feedback. Temporary chats are not used to train Google's AI models either; safety processing still applies. For team and enterprise use, Workspace licenses with Gemini as a core service protect chats and uploaded files from generative-model improvement; some other Workspace licenses do not. The paid Gemini API does not use prompts or responses to improve Google's products. Unpaid API use can, except in the EEA, Switzerland and UK, where the paid-service data terms also apply to unpaid use. Sources: Google, Gemini Apps Privacy Hub; Gemini for work or school; Gemini API terms (linked in Sources)
EU data residencyNot recorded as a plan-wide guarantee. Check the dossier's privacy notes and sources.
SOC 2 attestationNot recorded as a plan-wide guarantee. Check the dossier's privacy notes and sources.
Local-first by defaultNot recorded as a plan-wide guarantee. Check the dossier's privacy notes and sources.

Under the hood

Vendors named on the product about page — useful for procurement and privacy reviews.

Consumer app
gemini.google.com
Models
Gemini 2.5 family (Flash · Pro · …)
Search
Google Search grounding
API
Gemini API · AI Studio
Enterprise
Google Workspace · Vertex AI
Storage
Google One (bundled plans)

Alternatives and context

Workflow roles

How this tool fits into a composed research stack:

draftingmultimodal analysis

Powered by

The model(s) that drive this tool. The tool is the wrapper; the model is the engine.

Deep panes · 9 lenses

Editorial lenses only. Subscription and API pricing live in their own sections above.

Sources and provenance

Quality gate · Flagship

Evidence ready

Verdict history

  • Deepened from official Google pages: pricing across consumer (AI Plus/Pro/Ultra), Workspace add-on, Gemini API paid tier, and Vertex AI; privacy language for consumer vs API vs Workspace/Vertex; capability list refreshed to current Gemini app + API surface.
  • Production-readiness audit pass: editorsNote and pricing/privacy checked dates confirmed. No editorial claims changed; bench rows remain explicitly pending until the desk protocol runs (Next action in qualityGate.notes).
  • Re-checked Google AI plans: Plus remains USD 4.99/mo with 400 GB; Pro USD 19.99/mo with 5 TB; Ultra from USD 99.99/mo (higher Ultra around USD 199.99). Gemini 3.8 Live and Live Extended Thinking shipped 15 Sep 2026 on the Live API; consumer list prices unchanged. Privacy language was not re-audited.
  • Re-checked Google AI plans: Plus is USD 4.99/mo with 400 GB (was 200 GB / USD 7.99). Pro remains USD 19.99/mo with 5 TB. Ultra starts from USD 99.99/mo. Consumer Gemini activity may still be reviewed unless settings change.

Related dossiers

Browse the atlas

Questions this dossier answers

Every answer below is assembled from the dated fields on this page. Nothing is written separately for search.

What is Gemini?

Gemini is a tool in the VerdictPal General AI assistant set: Google’s multimodal assistant and AI plan ecosystem, with Search grounding, Deep Research, Deep Search in AI Mode, Gems, Live, image/music/video generation, NotebookLM benefits, Google storage bundles, and a separate Gemini API. It scores 75 out of 100 on editorial fit.

Is Gemini worth using?

Gemini scores 75 out of 100 on editorial fit and carries Flagship dossier status. Its job in a research workflow is: Google ecosystem multimodal assistant.

Who is Gemini best for?

Gemini earns its place when you need:

  • Google-heavy users who want assistant, storage, Search, NotebookLM, and media-generation benefits in one subscription family
  • Drafting and rewriting with Google Search grounding in the same thread
  • Multimodal uploads: PDFs, slides, images, video, code, and audio/video-style workflows
  • Students on Google AI Pro who want Deep Research without buying a second search assistant

When should you not use Gemini?

Skip Gemini in these cases:

  • You need numbered footnotes and domain audits like a cited search engine
  • Your institution forbids human review/model improvement and you cannot manage Gemini Apps Activity or Workspace/Vertex controls
  • You are building production RAG and assume the free AI Studio/API tier has the same data rules as paid Gemini API
  • You do not use Google Drive/Gmail/Photos/NotebookLM/Flow enough to value the bundle

What does Gemini cost?

Free Free · Google AI Plus $4.99/mo · Google AI Pro $19.99/mo · Google AI Ultra $99.99/mo · Google AI Plus student offer (CH, 1 year) Free · Gemini API Custom. Pricing last checked 2026-10-13.

Does Gemini train on your data?

For personal Gemini accounts, free or paid, Google uses activity to train AI models when “Keep Activity” is on. Turn it off in Gemini Apps Activity: future chats are not used for training unless you send feedback. Temporary chats are not used to train Google's AI models either; safety processing still applies. For team and enterprise use, Workspace licenses with Gemini as a core service protect chats and uploaded files from generative-model improvement; some other Workspace licenses do not. The paid Gemini API does not use prompts or responses to improve Google's products. Unpaid API use can, except in the EEA, Switzerland and UK, where the paid-service data terms also apply to unpaid use. Sources: Google, Gemini Apps Privacy Hub; Gemini for work or school; Gemini API terms (linked in Sources). Privacy terms last checked 2026-09-07.

What goes wrong with Gemini?

The dossier publishes 6 failure modes for Gemini, and they stay published whether or not the vendor likes them:

  • Search grounding can cite SEO/support/forum/stale pages
  • Deep Research can miss academic databases
  • Consumer activity and free API data use must be managed
  • Storage/media perks can obscure assistant value
  • Regional availability varies
  • Free API and paid API have different privacy boundaries

What are the alternatives to Gemini?

The closest options to Gemini are ChatGPT, Claude, Perplexity, Microsoft Copilot, DeepSeek. Each one that has a tool in the atlas is linked from this dossier, with a head-to-head comparison.

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