VerdictPal · editorial desk · 2026VerdictPal
Compare · Head-to-head

Pick two cards. See the diff.

Stat bars are editorial heuristics, methodology linked — not a fake benchmark leaderboard. Put two dossiers side by side and see where each one breaks.

Compare · Card A / Card B·Head-to-head

ChatGPTvsDeepSeek

In the General AI assistant set, ChatGPT edges ahead overall (editorial fit 68 vs 50). ChatGPT wins on privacy controls and value for money; DeepSeek wins on speed. Both pass our quality gate. The right pick is the one whose strengths match the job you're trying to do.

ChatGPT · avg
66
wins 9 of 16
DeepSeek · avg
55
wins 4 of 16
Fields differ
10
of 16 dossier rows
Receipts
21
sources + bench notes

Checked 2026-06-09 · ChatGPT·Checked 2026-06-09 · DeepSeek

Dossier fields

Sixteen fields, side by side.

No.FieldChatGPTDeepSeek
01Status · Editorial quality gateSolidSolid
02Editorial fit · 0–100 score68 / 10050 / 100
03CategoryGeneral AI assistantGeneral AI assistant
04Primary surfaceConsumer appConsumer app
05Modalities
  • Text
  • Image
  • Audio
  • Video
  • Data
  • Text
  • Code
06Role in a stackGeneral-purpose assistant baseline and multimodal draft criticLow-cost reasoning and coding assistant / API model option
07Best for
  • General-purpose drafting, critique, summarization, and multimodal exploration when you need the baseline assistant to compare against
  • Students who want one broad assistant for outlining, code help, file questions, images, audio, and study planning
  • Teams that can use Business/Enterprise controls rather than consumer chat for sensitive work
  • Workflows where connected services, GPTs/projects, Codex, and agents matter more than a narrow cited-search interface
  • Cost-sensitive API experiments where token price matters more than ecosystem polish
  • Coding and reasoning comparisons against ChatGPT, Claude, Gemini, Mistral, and OpenRouter routes
  • Developers who want OpenAI-/Anthropic-compatible endpoints for inexpensive model routing tests
  • Users who can keep sensitive or unpublished research out of consumer chat and standard API calls
08Avoid if
  • You need API-only usage and are evaluating API economics, not the chat subscription
  • Institutional data rules forbid consumer cloud processing or model-improvement use
  • You require no-training and retention guarantees without a Business, Enterprise, Edu, Healthcare, Teachers, or API agreement
  • Your deliverable is source-grounded research and you will not independently open and verify citations
  • Your institution bars sending research data to China-based AI services
  • You need clear enterprise data-residency, retention, or no-training guarantees for consumer chat
  • You want the most mature assistant ecosystem, integrations, admin controls, or procurement story
  • You cannot monitor model-name deprecations and API compatibility changes
09Capabilities tracked
  • General chat/reasoning
  • file uploads
  • multimodal text/image/audio/video/data
  • voice/video
  • Deep Research
  • ChatGPT Agent
  • Codex
  • Projects
  • GPTs
  • apps/connectors
  • Excel/Sheets extensions
  • Business admin controls
  • separate OpenAI API
  • OpenAI- and Anthropic-compatible API
  • base URLs for both formats
  • V4-Flash and V4-Pro
  • thinking/non-thinking modes
  • 1M context
  • 384K max output
  • JSON output
  • tool calls
  • chat prefix completion beta
  • FIM completion beta in non-thinking mode
  • supported by agent/coding tools like Claude Code, GitHub Copilot, and OpenCode as backend model
  • low token pricing
  • high concurrency limits
10Failure modes · Documented, not buried
  • Breadth can hide weak methodology
  • Consumer content can train models unless controls are changed
  • Business admins may access workspace content
  • Subscription and API economics are separate
  • Usage caps/guardrails/flexible pricing can interrupt workflows
  • Citations and browsing need independent verification
  • Privacy/residency may be unacceptable institutionally
  • Consumer and API terms differ
  • Geopolitical/export-control context can affect access
  • Very high max output can cause runaway generation if max_tokens is not set
  • Legacy model names deprecate 2026-07-24
  • DeepSeek reserves right to adjust prices; docs need monitoring
11Evidence levelEditorial · hands-onEditorial · hands-on
12Sources verified · Receipts on the dossier
13Benchmark entries
  • Run source-grounded answer, file summary, code fix, image read, and study-plan draft against ChatGPT, Claude, Gemini, Mistral, and DeepSeek.
    Pending.
  • Inspect consumer data controls, Temporary Chat, Business workspace settings, and API terms.
    Pending.
  • Price the same 20-task workload through ChatGPT subscription and API calls.
    Pending.
  • Run 20 reasoning/coding tasks on V4-Flash, V4-Pro, ChatGPT, Claude, Gemini, and OpenRouter routes.
    Pending.
  • Test a controlled 200K / 500K / 1M-token retrieval and summarization workload.
    Pending.
  • Swap OpenAI and Anthropic SDK configurations to DeepSeek base URLs.
    Pending.
  • Compare privacy, terms, residency, and policy constraints against ChatGPT, Claude, Gemini, and Mistral.
    Pending.
14Alternatives tracked
  • Claude
  • Gemini
  • Mistral Le Chat
  • Microsoft Copilot
  • OpenRouter
  • ChatGPT
  • Claude
  • Gemini
  • OpenRouter
  • Qwen
15Pricing checked2026-06-092026-06-09
16Last verified2026-06-092026-06-09
16 metrics

Sixteen numbers, one shared midline.

ChatGPTvsDeepSeek

In the General AI assistant set, ChatGPT edges ahead overall (editorial fit 68 vs 50). ChatGPT wins on privacy controls and value for money; DeepSeek wins on speed. Both pass our quality gate. The right pick is the one whose strengths match the job you're trying to do.

  1. Editorial fit
    ChatGPT68DeepSeek50
  2. Source quality
    ChatGPT55DeepSeek58
  3. Citation honesty
    ChatGPT52DeepSeek54
  4. Privacy controls
    ChatGPT40DeepSeek22
  5. Value for money
    ChatGPT70DeepSeek45
  6. Speed
    ChatGPT58DeepSeek68
  7. Integration
    ChatGPT80DeepSeek55
  8. Onboarding
    ChatGPT58DeepSeek68
  9. Reliability
    ChatGPT70DeepSeek48
  10. Feature depth
    ChatGPT100DeepSeek62
  11. Data portability
    ChatGPT65DeepSeek65
  12. Transparency
    ChatGPT98DeepSeek98
  13. Ecosystem reach
    ChatGPT80DeepSeek55
  14. Documentation
    ChatGPT55DeepSeek58
  15. Independence
    ChatGPT40DeepSeek22
  16. Affordability
    ChatGPT71DeepSeek55
ChatGPT · avg 66 · wins 9 of 160avg 55 · wins 4 of 16 · DeepSeek
EvidenceChatGPT 2 · DeepSeek 1
  1. 01Editorial fit
    68
    50
  2. 02Source quality
    55
    58
  3. 03Citation honesty
    52
    54
  4. 04Privacy controls
    40
    22
PrivacyChatGPT 2 · DeepSeek 2
  1. 05Value for money
    70
    45
  2. 06Speed
    58
    68
  3. 07Integration
    80
    55
  4. 08Onboarding
    58
    68
CapabilityChatGPT 2 · DeepSeek 0
  1. 09Reliability
    70
    48
  2. 10Feature depth
    100
    62
  3. 11Data portability
    65
    65
  4. 12Transparency
    98
    98
Cost & fitChatGPT 3 · DeepSeek 1
  1. 13Ecosystem reach
    80
    55
  2. 14Documentation
    55
    58
  3. 15Independence
    40
    22
  4. 16Affordability
    71
    55
CARD A · ChatGPT

General-purpose assistant baseline and multimodal draft criticOpenAI’s general-purpose assistant for drafting, analysis, multimodal exploration, file work, coding, agents, and baseline AI comparison, with separate consumer, Business/Enterprise, and API trust boundaries.

CARD B · DeepSeek

Low-cost reasoning and coding assistant / API model optionLow-cost consumer chat and API model provider for reasoning, coding, and OpenAI-/Anthropic-compatible model routing, with unusually low token prices and important privacy, residency, and institutional-risk caveats.

Privacy facets

Where each card is actually private.

ChatGPTDeepSeek
Training on your dataUnknownUnknown: Not statedUnknownUnknown: Not stated
EU data residencyNoNo: Not documentedNoNo: Not documented
SOC 2 attestationNoNo: Not documentedNoNo: Not documented
Local-first by defaultNoNo: Cloud onlyPartialPartial: Local option available
Capability split

What each card does uniquely.

Only ChatGPT13

  • General chat/reasoning
  • file uploads
  • multimodal text/image/audio/video/data
  • voice/video
  • Deep Research
  • ChatGPT Agent
  • Codex
  • Projects
  • GPTs
  • apps/connectors
  • Excel/Sheets extensions
  • Business admin controls
  • separate OpenAI API

Shared0

No overlap detected.

Only DeepSeek13

  • OpenAI- and Anthropic-compatible API
  • base URLs for both formats
  • V4-Flash and V4-Pro
  • thinking/non-thinking modes
  • 1M context
  • 384K max output
  • JSON output
  • tool calls
  • chat prefix completion beta
  • FIM completion beta in non-thinking mode
  • supported by agent/coding tools like Claude Code, GitHub Copilot, and OpenCode as backend model
  • low token pricing
  • high concurrency limits
Failure modes

Where each card breaks.

ChatGPT

  • Breadth can hide weak methodology
  • Consumer content can train models unless controls are changed
  • Business admins may access workspace content
  • Subscription and API economics are separate
  • Usage caps/guardrails/flexible pricing can interrupt workflows
  • Citations and browsing need independent verification

DeepSeek

  • Privacy/residency may be unacceptable institutionally
  • Consumer and API terms differ
  • Geopolitical/export-control context can affect access
  • Very high max output can cause runaway generation if max_tokens is not set
  • Legacy model names deprecate 2026-07-24
  • DeepSeek reserves right to adjust prices; docs need monitoring
Pricing

Pulled straight from each dossier.

ChatGPT

General AI assistant
  • FREEFree
  • $8/MOGo
  • $20/MOPlus

raw · Consumer Free/Go/Plus/Pro tiers on chatgpt.com · Business standard seat: USD 25/user/mo monthly or USD 20/user/mo annual in many countries, 2-seat minimum · Business/Enterprise flexible pricing and Codex-only seat caveats · OpenAI API separate per-token pricing.

DeepSeek

General AI assistant
  • FREEVerified 2026-06-07
  • FREEFree
  • CUSTOMPro

raw · Verified 2026-06-07 from official DeepSeek API docs: V4-Flash $0.0028/1M cache-hit input, $0.14/1M cache-miss input, $0.28/1M output; V4-Pro $0.003625/1M cache-hit input, $0.435/1M cache-miss input, $0.87/1M output. Both list 1M context, max 384K output, JSON output, tool calls, chat prefix beta, FIM beta in non-thinking mode, and OpenAI/Anthropic base URLs. Concurrency limits: 2500 Flash, 500 Pro. deepseek-chat and deepseek-reasoner deprecate 2026-07-24 15:59 UTC.

Verdict

Which card to actually pick.

In the General AI assistant set, ChatGPT edges ahead overall (editorial fit 68 vs 50). ChatGPT wins on privacy controls and value for money; DeepSeek wins on speed. Both pass our quality gate. The right pick is the one whose strengths match the job you're trying to do.