← All cardsDOSSIER · General AI assistant · SOLID · VERIFIED 2026-06-07
Claude78SolidBenchmark pendingLong-context drafting and analysis deskVerified 2026-06-07

Dossier · General AI assistant

Claude

Long-context drafting and analysis desk · last verified 2026-06-07

Solid
General AI assistant
Claude
78/100
ROLELong-context drafting and analysis desk
Editorial fit
78
Source quality
52
Citation honesty
56
Privacy controls
44
Value for money
72
Speed
71
FREEFree
$20/MOPro
$100/MOMax 5×
SolidVerified 2026-06-07VP·METHOD

VERDICT HISTORY

  • Evidence integrity fix: reverted false editorial-hands-on upgrade; evidence stays synthesized and qualityGate downgraded flagship → solid per docs/EDITORIAL-SOP.md §2 evidence ladder. No desk hands-on trial on file; benchmarkReady remains false.
  • Claude is the careful-drafting and long-context card. The updated evidence reinforces its core lane: nuanced rewriting, document analysis, Projects, Artifacts, Research, Claude Code, Cowork, web search, and organization search/connectors. The editorial risk is quota and surface confusion: consumer Pro/Max, Team, Enterprise, and API/tool pricing are meaningfully different products.

EDITOR'S NOTE

Claude is the careful co-writer many humanities and research-heavy users prefer. The card should reward that strength while making the split between consumer seats, Team/Enterprise governance, and API/tool billing impossible to miss.

AT A GLANCE

Anthropic’s assistant for careful drafting, long documents, Projects, Artifacts, Research, web search, memory, Claude Code, Cowork, connectors, and API workflows, with separate consumer, team, enterprise, and API trust boundaries.

Role: Long-context drafting and analysis deskCategory: General AI assistantSynthesized

Sixteen scored dimensions, thinking and Research modes, Pro/Max/Team matrix, Messages API ledger, competitive lens, and desk rows waiting for your long-context benches.

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.

$17/moPro (annual)claude.com/pricing
$3 in · $15 out / 1MSonnet 4.6 (API)claude.com/pricing API

Limits & product surface

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

Web search tool (API)
$10 / 1K searchesclaude.com/pricing
Code execution tool
$0.05 / hr after 50 free hrsclaude.com/pricing
Opus 4.8 (API)
$5 in · $25 out / 1M tokensclaude.com/pricing
Haiku 4.5 (API)
$1 in · $5 out / 1M tokensclaude.com/pricing

HOW IT WORKS · agent loop

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

Pick the surface

claude.ai for coursework workspaces; Messages API when you ship apps — never conflate Pro seats with token bills.

Stage in Projects

Upload readings and rubrics once per course project; name the Project in integrity statements instead of hiding prompts.

Think, then verify

Enable extended thinking for contested analysis; open every Research or web search link before bibliography paste.

Match tier to data

Consumer Free/Pro for low-risk drafts with opt-outs; Team/Enterprise/API terms before regulated or sealed content.

METRIC LAB · 16 DIMENSIONS

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

Shape

Avg 76 · 56–89

78Editorial fit

Strong default for revision-heavy coursework; not the cited-search or Google-native multimodal desk.

By group

Fit83
  • Editorial fit78
  • Long-form prose88
  • Projects & Artifacts83
  • Research depth74
  • Product polish87
  • Long-context utility89
Cost66
  • Value for money72
  • Free tier utility64
  • Limit clarity63
Trust66
  • Citation honesty56
  • Privacy & retention62
  • Enterprise readiness79
Workflow80
  • Extended thinking84
  • API developer fit86
  • Response speed71
  • Code & Cowork80

SEARCH MODES · 10 lenses

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

01Free

Standard chat

Default Claude conversation — model access scales with Free, Pro, and Max

02Pro

Extended thinking

Longer internal reasoning pass — slower, burns usage multipliers on paid tiers

03Pro

Projects

Persistent workspace with uploads, instructions, and thread history per course artifact

04Pro

Research

Multi-step report with cited sources — prune forums before bibliography paste

05Pro

Artifacts

Side-by-side drafts, tables, and mini-apps you iterate in the chat pane

06Pro

Web search

Live web retrieval in chat — verify each URL; API bills $10/1K searches separately

07Pro

Memory

Cross-chat preferences when enabled — disclose in integrity statements

08Pro

Connectors & MCP

Drive, GitHub, and custom MCP tools — admin approval on Team/Enterprise

09Max

Claude Code

Terminal coding agent with repo context — builder path, not default essay desk

10Pro

Cowork

Desktop delegated multi-step tasks across files — GA on Pro ($20+), Max ($100/$200), Team, Enterprise since April 9, 2026. Mobile Dispatch on Max+Pro

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
Pro subscription20 USD / moclaude.com/pricing
Pro (annual)$200/yr billed annually per vendor.17 USD / moclaude.com/pricing
Max 5×100 USD / moclaude.com/pricing
Max 20×200 USD / moclaude.com/pricing
Team Standard$20/seat/mo annual billing per vendor.25 USD / seat / moclaude.com/pricing
Team Premium$100/seat/mo annual billing per vendor.125 USD / seat / moclaude.com/pricing
Opus 4.8 input5 USD / 1M tokensclaude.com/pricing
Opus 4.8 output25 USD / 1M tokensclaude.com/pricing
Sonnet 4.6 input3 USD / 1M tokensclaude.com/pricing
Sonnet 4.6 output15 USD / 1M tokensclaude.com/pricing
Haiku 4.5 input1 USD / 1M tokensclaude.com/pricing
Haiku 4.5 output5 USD / 1M tokensclaude.com/pricing
Web search tool10 USD / 1K searchesclaude.com/pricing
Code executionAfter 50 free hours per vendor table.0.05 USD / hrclaude.com/pricing

CLAUDE.AI PLANS · checked 2026-06-07

Plan matrix

Consumer and team plans from claude.com/pricing June 2026. Columns: Free · Pro · Max (5× / 20× — see vendor matrix). API billing is separate below.

CapabilityFreeProMax
Opus / best modelsLimitedHigher limitsWidest access (Max tier)
Extended thinkingLimited / noneIncluded with capsHighest multipliers
Research reportsQuota per planHigher quotas on Max
Projects & uploadsBasicExpandedWidest upload caps
Claude CodeCheck matrixPrimary builder tier
Cowork desktopIncludedIncluded
Web search in chatLimitedIncluded with capsHigher caps
No training defaultTeam / Enterprise (vendor)

Browser and desktop assistant: chat, thinking, Projects, Research, Artifacts, and optional Code/Cowork on higher tiers. This block is subscription pricing only — Messages API is below.

Max 5×

$100/mo

Monthly

  • Roughly 5× Pro usage on models and features (vendor positioning)
  • For students who hit Pro ceilings every week
  • Claude Code and heavier Research loads

Max 20×

$200/mo

Monthly

  • Highest consumer usage multipliers per pricing page
  • Cowork and power-user Code workflows
  • Rarely the right default for typical course budgets

Team Standard ($25/seat, $20 annual) and Team Premium ($125/seat, $100 annual) add collaboration and no-training defaults — Enterprise is custom. Screenshot claude.com/pricing at semester start.

MESSAGES API · checked 2026-06-07

docs.anthropic.com bills per million tokens on Opus, Sonnet, and Haiku plus tool fees. Pro subscription does not replace API invoices — meter web search and code execution separately.

Team / Enterprise API

Contract

Invoiced · SSO

  • Combine with Team Premium or Enterprise for procurement
  • HIPAA-ready offering on Enterprise (vendor claim)
  • Separate from consumer Pro seats

Endpoints · 3 routes

POST/v1/messages

Messages API — model IDs in Anthropic docs

toolweb_search

$10 / 1K searches per claude.com/pricing

toolcode_execution

$0.05/hr after 50 free hours

Token and tool prices from claude.com/pricing June 2026. Server-side keys only. Desk has not validated enterprise SLA.

Atlas bundle string · checked 2026-06-07

  • Free
  • Pro USD 20/mo or USD 17/mo annual
  • Max from USD 100/mo with 5x/20x capacity
  • Team Standard USD 25 monthly or USD 20 annual per seat
  • Team Premium USD 125 monthly or USD 100 annual per seat
  • Enterprise seat + API-rate usage or custom
  • API web search USD 10/1K searches plus tokens.

RESEARCH LOG · desk notes

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

claude.com/pricing

Pro seat ≠ API bill

Students assume $20 Pro covers courseware API traffic. Messages API charges tokens and per-1K web searches separately — publish both lines in the syllabus.

Synthesized vendor + third-party reports

Research is not peer review

Vendor copy promises cited reports; public reviews still find forums and explainers in source lists — require domain allowlists for graded bibliographies.

privacy.claude.com

Team defaults differ from Free

Team and Enterprise marketing states no training on customer content by default; consumer Free/Pro need opt-out reading on privacy.claude.com.

claude.com/pricing

Code execution has a free hour bucket

API pricing lists 50 free hours then $0.05/hr — labs running sandboxes should log tool duration or disable execution on homework keys.

COMPETITIVE LENS

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

ChatGPT is the widest plugin and custom-GPT ecosystem; Claude is the careful long-context desk with Projects and Artifacts. Pick ChatGPT when the class already standardizes on GPTs and Canvas plugins; pick Claude when revision tone and document staging matter more.

Claude

  • Often calmer, more precise prose on ethics and policy prompts in public comparisons
  • Projects + Artifacts workflow for semester-long readings and drafts
  • Published API tiers with explicit tool fees for course budgets
  • Team/Enterprise no-training story clearer than consumer chat alone

ChatGPT

  • Broader custom GPT marketplace and third-party integrations
  • Stronger default for code generation and multimedia generation volume
  • More students already pay for ChatGPT Plus habitually
  • Deeper mobile feature surface for voice and video on Plus

UNDER THE HOOD

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

Consumer app
claude.ai
Models
Opus · Sonnet · Haiku (4.x family)
Builder
Claude Code · Cowork
Integrations
Connectors · MCP
API
Messages API · tool billing
Enterprise
Team · Enterprise · trust.anthropic.com

DEEP PANES · 9 LENSES

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

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

Create a Project for one course artifact; upload the rubric and two readings.

BEST FOR

  • Thesis chapters, ethics-heavy rewrites, and long-form prose where tone and nuance matter
  • Projects that keep rubrics, PDFs, prior threads, and artifacts in one workspace
  • Teams that need Slack/Google Workspace/Microsoft 365/GitHub-style connectors under admin controls
  • Developers using Claude Code, Cowork, or the Messages API with explicit tool pricing

AVOID IF

  • Footnotes and domain audits are the deliverable — use Perplexity, Kagi, Scira, or another cited-search workflow first
  • Your institution forbids consumer cloud processing and you only have Free/Pro/Max without commercial terms
  • You need today’s-web answers without paying attention to web-search/tool fees and source quality
  • You cannot tolerate quota cliffs from extended thinking, Research, or Max/Team capacity tiers

STRENGTHS

  • Chat on web/mobile/desktop
  • long-form writing
  • Projects
  • file uploads
  • Artifacts
  • memory
  • web search
  • Research
  • extended thinking
  • Claude Code
  • Claude Cowork
  • code execution
  • desktop extensions
  • remote MCP/connectors
  • Team/Enterprise admin
  • API tools

WEAKNESSES

  • Research/web answers still need source rejection
  • Extended thinking and tool use burn quotas/costs
  • Consumer terms differ from Team/Enterprise/API
  • Team Premium and Enterprise add seat/usage complexity
  • Enterprise self-serve may combine seat fees with API-rate usage
  • Not a reference manager or systematic-review tool

HOW IT COULD IMPROVE

  • Extracted values that require manual verification suggest the extraction pipeline needs a confidence-checking layer, cross-reference extracted claims against the original passage before presenting them as fact.

EDITORIAL EVIDENCE · 4 ENTRIES

TASK

Rewrite and critique three thesis-style sections against ChatGPT, Gemini, and Mistral.

Pending.

tone preservation, argument clarity, hallucinated additions, revision usefulness, user correction time.

TASK

Run five Research prompts and classify every source.

Pending.

primary-source rate, weak-domain rate, citation support, missing-source rate, cost/tool usage.

TASK

Run a fixed API workload with web search and code execution.

Pending.

token cost, web-search cost, code-execution cost, latency, error behavior.

TASK

Compare Free/Pro, Team, Enterprise, and API data boundaries.

Pending.

no-training default, opt-out clarity, retention controls, admin access, connector scopes.

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

PRIVACY DEEP-DIVE · checked 2026-06-07

Anthropic consumer Free/Pro/Max users can choose whether data is used to improve Claude; this does not apply to commercial/API services. Team and Enterprise advertise no model training on customer content by default. Enterprise adds SCIM, audit logs, custom retention, network controls, IP allowlisting, Compliance API, and HIPAA-ready options.

Training on your dataNot stated
EU data residencyEnterprise tier only
SOC 2 attestationNot documented
Local-first by defaultCloud only

APPEARS IN

Composed workflows on VerdictPal that reference this card, not vendor marketing.

Stacks

Playbooks

WORKFLOW ROLES

How this tool fits into a composed research stack:

long-form draftingdocument analysisproject workspacesapi integrationcode agentsresearch reports

QUALITY GATE · SOLID

Evidence ready
Benchmark pending
  • evidence-integrity 2026-07-06: downgraded flagship → solid; evidence reverted to synthesized per evidence ladder — prior editorial-hands-on claim had no trial artifacts on file.
  • Flagship dossier 2026-06-03 — Metric Lab (16 dimensions) live at /tools/claude and in git dossierTemplate
  • Next action: Run long-form drafting, Research/web audit, API/tool cost, and governance-boundary benchmarks.
  • Has API: true
  • Public recommendation: false
  • evidence-override: source-backed dossier structure retained; hands-on trial required before flagship promotion.

Related dossiers

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