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Conductor vs DeepSeek

Features, pricing, ratings, and pros and cons, side by side.

Verdict

Conductor is listed under Coding AI and DeepSeek under AI Assistants. DeepSeek scores higher in FinderAtlas's editorial review (8.8 vs 8.0 out of 10). Both have a free plan or trial. Only DeepSeek is available on Web, Windows and iOS.

Best overall

DeepSeek

  • Software developers
  • Researchers and analysts
  • Students
  • AI engineers

Choose Conductor if

  • You want a tool built for running several agent tasks in parallel on one repository, reviewing agent diffs side by side, moving agent work between local and cloud workspaces.
  • The Free plan covers local parallel agents with no Conductor fee.
  • Supports four agent CLIs (Claude Code, Codex, Cursor, OpenCode) rather than a single vendor.

Choose DeepSeek if

  • You want a tool built for Low-cost API integration.
  • Web chat and mobile apps are free.
  • API output costs from $0.60 per 1M tokens (Flash, off-peak), well below most frontier providers.
Best for beginners
Conductor
Best for business
Conductor

Features

18 features compared.

  • Parallel Agents
    Conductor
    Available
    DeepSeek
    Not available
  • Multi-Agent Support
    Conductor
    Available
    DeepSeek
    Not available
  • Diff Viewer and Review
    Conductor
    Available
    DeepSeek
    Not available
  • Git Worktree Isolation
    Conductor
    Available
    DeepSeek
    Not available
  • Cloud Workspaces
    Conductor
    Available
    DeepSeek
    Not available
  • Multiplayer Collaboration
    Conductor
    Available
    DeepSeek
    Not available
  • Conductor API
    Conductor
    Available
    DeepSeek
    Not available
  • iOS App and Remote Control
    Conductor
    Available
    DeepSeek
    Not available
  • Checks
    Conductor
    Available
    DeepSeek
    Not available
  • V4 model family
    Conductor
    Not available
    DeepSeek
    Available
  • Thinking mode
    Conductor
    Not available
    DeepSeek
    Available
  • Open weights
    Conductor
    Not available
    DeepSeek
    Available
  • OpenAI and Anthropic compatible API
    Conductor
    Not available
    DeepSeek
    Available
  • Tool calls and JSON output
    Conductor
    Not available
    DeepSeek
    Available
  • Search and Fetch APIs
    Conductor
    Not available
    DeepSeek
    Available
  • Agent tool integrations
    Conductor
    Not available
    DeepSeek
    Available
  • DeepSeek Harness
    Conductor
    Not available
    DeepSeek
    Available
  • Vision on Flash
    Conductor
    Not available
    DeepSeek
    Available

Pricing

Plans as listed by each vendor. Check their sites for current prices.

  • Pricing model
    Conductor
    Freemium
    DeepSeek
    Freemium
  • Free plan
    Conductor
    Yes
    DeepSeek
    Yes
  • Starting price
    Conductor
    $0
    DeepSeek
    $0
  • Plans
    Conductor
    4 plans
    DeepSeek
    3 plans

Conductor plans

  • Free

    $0

    Local parallel agents on a Mac

    • Run multiple coding agents in parallel
    • local workspaces on your Mac
    • frontier and open source models
    • bring your own subscriptions and keys

  • Pro

    Most popular

    $50/month

    Individuals who want cloud workspaces

    • Everything in Free
    • cloud workspaces
    • Multiplayer with up to 5 Pro users
    • Conductor API
    • mobile app

  • Teams

    $60/user/mo

    Teams needing collaboration and admin controls

    • Everything in Pro
    • live collaboration for teams of any size
    • admin portal
    • centralized billing

  • Enterprise

    Custom/custom

    Organizations with security and procurement needs

    • Everything in Teams
    • DPA
    • purchase-order billing
    • SAML SSO and SCIM
    • custom security and privacy settings
    • SLA with dedicated support

DeepSeek plans

  • Chat and App

    Most popular

    $0

    Free access to DeepSeek models on web, iOS and Android

    • Web chat
    • iOS and Android apps
    • Thinking mode
    • Web search
    • File upload

  • API: deepseek-flash

    $0.15/1M input tokens

    Pay as you go; $0.15 cache-miss input and $0.60 output per 1M tokens off-peak, double at peak

    • 1M context
    • 384K max output
    • Vision
    • Tool calls
    • JSON output

  • API: deepseek-v4-pro

    $0.66/1M input tokens

    Pay as you go; $0.66 cache-miss input and $1.98 output per 1M tokens off-peak, double at peak

    • 1M context
    • 384K max output
    • Tool calls
    • JSON output

Our ratings

Scored out of 10 by the Finder Atlas editorial team. Last reviewed October 2026.

Conductor
8.0overall
DeepSeek
8.8overall

Conductor leads in 1 category and DeepSeek in 0.

  • Ease of Use

    Conductor leads by 0.2
    Conductor
    8.2
    DeepSeek
    8.0

  • Feature Depth

    Conductor
    8.3
    DeepSeek
    Not rated

  • Value for Money

    Conductor
    7.4
    DeepSeek
    Not rated

  • Performance & Speed

    Conductor
    8.0
    DeepSeek
    Not rated

  • Documentation & Support

    Conductor
    8.0
    DeepSeek
    Not rated

  • Reasoning & Logic

    Conductor
    Not rated
    DeepSeek
    8.8

  • Coding & Syntax

    Conductor
    Not rated
    DeepSeek
    8.7

  • Cost Efficiency

    Conductor
    Not rated
    DeepSeek
    9.6

  • Long Context

    Conductor
    Not rated
    DeepSeek
    8.8

Scores weigh documented features, plan value, platform coverage, integrations and user feedback. A missing score means we have not rated that area yet.

Pros and cons

Conductor

Pros

  • The Free plan covers local parallel agents with no Conductor fee.
  • Supports four agent CLIs (Claude Code, Codex, Cursor, OpenCode) rather than a single vendor.
  • Git worktree isolation per task keeps concurrent agent changes separate.
  • SOC 2 Type II attestation and SAML SSO/SCIM on Enterprise suit security reviews.
  • Frequent releases: the changelog shows versions 0.89 to 0.91 between late September and mid-October 2026.

Cons

  • Local use is Mac-only; no Windows or Linux desktop app is listed.
  • Pro at $50 per month and Teams at $60 per user per month are priced above many AI coding subscriptions, and agent usage is billed separately.
  • The pricing page does not state how many cloud hours are included, and usage-based cloud pricing is planned.
  • Pro Multiplayer organizations are capped at 5 Pro users.

DeepSeek

Pros

  • Web chat and mobile apps are free
  • API output costs from $0.60 per 1M tokens (Flash, off-peak), well below most frontier providers
  • Open weights for V4 and earlier models on Hugging Face
  • 1M-token context and 384K max output on both API models
  • API works with both OpenAI and Anthropic SDKs and several coding agents

Cons

  • Peak-hour API rates are double the off-peak rates on weekday mornings UTC
  • deepseek-v4-pro does not support vision input
  • No image generation
  • Data is processed by a company based in China, which some organizations cannot accept

Platforms

  • Web
    Conductor
    Not supported
    DeepSeek
    Supported
  • Windows
    Conductor
    Not supported
    DeepSeek
    Supported
  • macOS
    Conductor
    Supported
    DeepSeek
    Supported
  • iOS
    Conductor
    Not supported
    DeepSeek
    Supported
  • Android
    Conductor
    Not supported
    DeepSeek
    Supported
  • API
    Conductor
    Supported
    DeepSeek
    Supported
  • Browser Extension
    Conductor
    Not supported
    DeepSeek
    Not supported

Integrations

Conductor

7 integrations
  • Claude Code
  • Codex
  • Cursor
  • OpenCode
  • GitHub
  • Linear
  • MCP

DeepSeek

6 integrations
  • OpenAI SDK
  • Anthropic SDK
  • Claude Code
  • Codex
  • OpenCode
  • Hugging Face

Company

  • Company
    Conductor
    Melty Labs
    DeepSeek
    DeepSeek
  • Founded
    Conductor
    2024
    DeepSeek
    2023
  • Headquarters
    Conductor
    San Francisco, CA
    DeepSeek
    Hangzhou, China
  • Listing
    Conductor
    Claimed
    DeepSeek
    Claimed

Frequently asked questions

Is Conductor better than DeepSeek?

It depends on your workflow. Conductor is built for running several agent tasks in parallel on one repository, reviewing agent diffs side by side, moving agent work between local and cloud workspaces. DeepSeek is built for Low-cost API integration.

What are the key feature differences between Conductor and DeepSeek?

Conductor: Run a team of coding agents in parallel, each in its own isolated workspace. DeepSeek: Free AI chat app and low-cost API running DeepSeek's open-weights V4 models.

Does Conductor or DeepSeek have a free plan?

Yes, both do. Conductor is freemium and DeepSeek is freemium, and each has a free plan or trial.

Which is cheaper, Conductor or DeepSeek?

Both can be used for free. Paid plans differ in limits and features, so compare the tiers in the pricing table above.