ZeroSearch is a reinforcement learning framework designed to improve the search capabilities of large language models without interacting with real search engines. It uses supervised fine-tuning to turn LLMs into retrieval modules that can generate relevant and irrelevant documents. A curriculum rollout mechanism gradually enhances reasoning ability. The framework works with LLMs of various sizes and supports different reinforcement learning algorithms, making it suitable for research and development teams needing efficient retrieval with zero API costs.

How much does ZeroSearch cost in 2026?

Pricing for ZeroSearch in 2026 is not publicly available. The product description mentions zero API costs because it does not interact with real search engines, but this does not confirm the overall cost of the framework. For accurate pricing details, please refer to the official GitHub repository or contact the developers directly. Based on publicly available information, no specific price has been disclosed.

ZeroSearch has a free tier based on publicly available information in the grounded product data. Buyers should still verify the current limits, upload allowances, export options, and any watermark or usage restrictions on the official site because free-plan packaging may have changed since the last product update.

ZeroSearch vs alternatives in this category: what is the difference?

Practically, ZeroSearch differs from alternatives by eliminating the need for real search engine interactions, which reduces API costs to zero. It uses reinforcement learning and supervised fine-tuning to create a self-contained retrieval module. This approach may offer better performance and cost efficiency compared to models that rely on external search engines. However, specific comparisons with named alternatives are not verified, as no competitor details are provided.

What are the best alternatives to ZeroSearch?

The best alternatives to ZeroSearch are not publicly available in the provided information. Since ZeroSearch is a novel framework with a unique approach, direct alternatives may be limited. Users seeking similar functionality might consider traditional retrieval-augmented generation systems or other reinforcement learning frameworks, but these are not verified as direct substitutes. Based on publicly available information, no specific alternative products are listed.

Is ZeroSearch safe for general business use?

Operationally, ZeroSearch is designed for research and development, and its safety for general business use is not verified. The framework does not interact with real search engines, which may reduce data exposure risks. However, no specific security audits or compliance certifications are mentioned. Businesses should evaluate the framework's suitability for their needs and consider potential risks. Based on publicly available information, safety for general business use has not been explicitly confirmed.

Does ZeroSearch have an API?

Not verified: API availability is not publicly verified for ZeroSearch. Buyers should not assume a usable public API exists until the vendor publishes developer documentation or confirms access directly. Before planning an integration, verify endpoints, authentication, rate limits, pricing, support terms, and whether API access is generally available or limited to partners.

How does ZeroSearch work?

Commercially, ZeroSearch works by transforming large language models into retrieval modules through supervised fine-tuning. It trains the model to generate both relevant and irrelevant documents, simulating search results without querying real search engines. A curriculum rollout mechanism gradually increases task difficulty to enhance reasoning. The framework supports various reinforcement learning algorithms and can be applied to LLMs of different sizes, optimizing retrieval capabilities while incurring zero API costs.

What does ZeroSearch do?

Technically, ZeroSearch improves the search capabilities of large language models without using real search engines. It enables LLMs to retrieve relevant information by generating documents internally. This is useful in education for academic literature retrieval, in business for market research, and in software development for finding code and documentation. The framework reduces costs by eliminating search engine API fees and can be adapted to various model sizes and reinforcement learning algorithms.

Does ZeroSearch train on user data?

The data training policy for ZeroSearch is not publicly available. It is unclear whether the framework trains on user data or uses only pre-existing datasets. The description mentions downloading a training dataset, but does not specify if user data is collected or used for further training. Users concerned about data privacy should review the repository's documentation or contact the developers. Based on publicly available information, this aspect is not verified.

What are the disadvantages of ZeroSearch?

One potential disadvantage of ZeroSearch is that it relies on simulated documents generated by the model, which may not always reflect real-world information. This could lead to inaccuracies in retrieval. Additionally, the framework requires technical expertise to set up and use, as it involves creating a Conda environment and managing dependencies. The lack of real search engine interaction might limit access to up-to-date external data. These limitations are based on publicly available information and may have changed.

Who should not use ZeroSearch?

For buyers, ZeroSearch may not be suitable for users who require real-time, up-to-date information from live search engines, as it does not interact with them. Non-technical users without experience in machine learning or reinforcement learning may find it challenging to implement. Organizations with strict data compliance requirements should exercise caution due to the unverified data training policy. Based on publicly available information, these groups might find ZeroSearch less appropriate for their needs.

ZeroSearch

ZeroSearch: Incentivize the Search Capability of LLMs without Searching - Alibaba-NLP/ZeroSearch

Researched with AI|Data refreshed 8 hours ago|1 sources|Updated 1 time this year

Data refreshed 8 hours ago1 sources

AI modelDevelopment and Tools

ZeroSearch: Incentivize the Search Capability of LLMs without Searching - Alibaba-NLP/ZeroSearch

Researched with AI|Data refreshed 8 hours ago|1 sources|Updated 1 time this year

Data refreshed 8 hours ago1 sources

AI modelDevelopment and Tools

Unlock 30-sec verdict

Starting price

From $ 4 USD

Best for

AI model

Free trial

✓ Free tier

Monthly traffic

—

Social listening

1mention

First indexed

—

Explore options

See how ZeroSearch compares

Compare alternatives Visit site

ZeroSearch is a practical fit for buyers evaluating AI model, Development and Tools, and #reinforcement learning tools.

Who is it for?: ML researchers running GRPO/PPO rollouts on 7B-class models who need to iterate on retrieval behavior without burning a SerpApi budget; better than live search APIs for zero marginal query cost during training.
Pricing: freemium

Product information

What this product does

ZeroSearch: Incentivize the Search Capability of LLMs without Searching - Alibaba-NLP/ZeroSearch

Sourced from arxiv.org

Works With

Platforms

AI Models

Qwen2.5 3B
Qwen2.5 3B Instruct
Llama 3.2 3B
Llama 3.2 3B Instruct
Qwen2.5 7B
Qwen2.5 7B Instruct

Problem Solved

What problem does ZeroSearch solve?

Company & Maker

Who built ZeroSearch?

Company: Tongyi Lab, Alibaba Group (arxiv.org)
Product: ZeroSearch: Incentivize the Search Capability of LLMs without Searching - Alibaba-NLP/ZeroSearch
HQ: Hangzhou
Founded: 1999
Team size: 5000+
Live since: May 2025
Founders: Jack Ma - Founder

Some facts above are based on publicly available information and may have changed.

The maker hasn't published a public statement we can verify yet.

Researched with AI · Data refreshed 8 hours ago · How we score

Full Report Access

Unlock the verified intelligence before you decide

or 10 for $24.99 -> $2.50 each

ZeroSearch is a reinforcement-learning training framework that teaches large language models to retrieve information without calling a live search engine, using a simulated search module during training. It is used by ML researchers and engineering teams who want to cut API costs while improving a model's retrieval behavior.

Who should use

Buyer-fit is derived from approved personas and use-case evidence. Search-volume noise stays labeled separately.

Best-fit workflows

In the education field, ZeroSearch can help teachers and students quickly retrieve related academic literature
In commercial environments, companies can use ZeroSearch for market research and obtain relevant data without incurring high search fees
In software development, development teams can improve their efficiency in retrieving code and documentation through ZeroSearch
Trains an LLM's retrieval policy using simulated Wikipedia and Google search variants, removing live search API calls from the RL loop.
Runs curriculum rollout and simulation tuning on a custom dataset to align a model's search behavior before deployment.
Supports REINFORCE, GRPO, and PPO training runs for teams comparing RL algorithms on retrieval tasks.

Inferred from public dataView source →

Multi-day to multi-week for a working RL training pipelineDeveloper requiredSmall teamMid-marketEnterprise

Pricing reality

Vendor stated
Pricing page found with 41 detected price points; specific tiers not clearly documented in public signals.
Actual cost
Likely a research/enterprise engagement or self-hosted training framework rather than a simple per-seat SaaS subscription; actual cost is dominated by GPU compute for RL training.
Hidden costs
3 hidden cost warnings — unlock to view

Migration effort from 4 platforms analyzed

Pricing reality

Last updated Oct 2026

Vendor pricing page

Starting price

From $ 4 USD

Free tier available.

Plans as published by the vendor

Mindber only shows named plan cards when they come from linked pricing evidence. If the tier data is incomplete, this page falls back to the listed starting price instead of fabricating plan names or $0 tiers.

Git Large File Storage

$5 per month for 50 GB bandwidth and 50 GB of storage.

$5/mo

$ 4 USD per user/month

$ 4 USD

$ 4 USD per user/month for the first 12 months*

$ 4 USD

$ 21 USD per user/month

$ 21 USD

General buyer tips

Common across software subscriptions, not findings about this product.

Auto-renewal is often on by default and refunds are narrow.

Beta, Linux, or recovery edge cases often ship without SLA coverage.

Team and business tiers usually move to sales-led quoting.

One-time or lifetime offers tend to disappear at version boundaries.

True cost for your case

LIVE ESTIMATE

Use caseMonths needed

Estimated spend

$12

Recurring billing is usually the real cost driver, not the first-month sticker price.

View live pricing Compare alternatives Open canonical review

Prices change often — confirm on the vendor's site before you buy.

Compare this product in-line

Start with a suggested alternative or type another tool to jump into a side-by-side comparison.

Engagement signals (30d)

Based on 6 linked public signals.

Mindber Activity Score™

Score locked

How we calculate this Claim this profile Report inaccuracy

HOW THIS TOOL SCORES

Scores compare this tool with similar tools similar tools in AI model. Use it to judge Innovation and Capability before you shortlist.

Updated Oct 17, 2026

How we score →

Innovation Index™

Is it new, different, and easy to understand?

7.4/10

Does it stand out from similar tools?7.0/10

Can buyers understand it quickly?7.0/10

Is this idea actually new?8.0/10

Functionality Score™

Does it cover the jobs buyers expect, and can it keep up?

5.7/10

Does it cover the core jobs?6.0/10

Are the main features deep enough?7.0/10

Will it fit into your stack?3.0/10

Can users trust it to stay usable?5.5/10

Medium confidence (60%) - some sub-scores have thin evidence.What this means →

Category baseline: AI model

Data sources

Features detected: 8Engagement: declining (39/100)Homepage load: 0.8s

Traffic & search proof

Public view keeps the ratio story. Paid view unlocks exact monthly visits, full region coverage, and CPC-level keyword intelligence.

Latest traffic snapshot

Monthly visits

645.5M

Avg visit duration

Pages per visit

Bounce rate

Traffic trend

Month-by-month visits from linked public traffic evidence.

3 months

Geography

Top regions

traffic snapshot

Exact monthly traffic is paid-only. Public view keeps percent share only.

4Regions

United States

18.73%

China

11.83%

India

10.32%

2 more regions unlock with the full market map.

Traffic sources

Source mix snapshot

Public view keeps the ratio snapshot. Minor channels stay behind the paid view.

3Sources

Direct

53.31%

Referrals

9.32%

1.22%

FAQ

Only linked Q and A rows are shown. Empty FAQ data stays hidden.

Social mentions

Only linked public mention evidence is shown here.

1 linked

Sources and methodology

Only evidence with a linked source record or explicit feature provenance is shown here. Data without provenance stays off the page.

EVIDENCE TRAIL

Pricing evidenceenrichment:official-pricing92% confidence

Social mentionsenrichment:social-mentions75% confidence

FAQ / Q&AMindber Faq Ai

LINKED SOURCES

Aibase

ZeroSearch

Last seenOct 16, 2026

HOW WE VERIFY

Mindber only surfaces numbers that trace to a linked source record or explicit feature provenance. When the evidence is thin, the page hides the field instead of guessing. Activity and fit summaries reuse the same approved projections across the hero, main panels, and sidebar so one product cannot show two different truths.

Scoring methodologyActivity Signals methodologyReport a data issue

COMMUNITY CREDITS

Have you used ZeroSearch? Earn credits.

Verified contributions help the page stay honest. The wider member action set still lives in your dashboard so the public page stays focused on the two highest-signal workflows.

Write a verified review (200+ words) → earn 1 credit

Share the setup context, what worked, and what broke. Mindber rewards specific, evidence-backed reviews instead of one-line praise.

Write verified review

Spot incorrect data? Submit a correction → earn 1 credit

Flag stale pricing, wrong traffic signals, or broken links and the editorial team will re-verify the record.

Submit correction

Maker access, comments, ratings, and verification requests remain available inyour dashboard.

Community audits

Member opinion — not a Mindber assessment

Be the first to audit ZeroSearch

No member audits yet. Rate it from 1 to 5 and share what worked and what didn't.

Write the first auditVendor? Reply here

About this data: Activity signals are aggregated from public sources. Intelligence cards are AI-generated from public sources; only the Fit, Concerns and Who-not-for sections are approved by a Mindber editor before publication. Scores reflect public update frequency only — not product quality, company health, or investment suitability. Data may lag by up to 7 days. Learn more

ZeroSearch

ZeroSearch: Incentivize the Search Capability of LLMs without Searching - Alibaba-NLP/ZeroSearch

Researched with AI|Data refreshed 8 hours ago|1 sources|Updated 1 time this year

Data refreshed 8 hours ago1 sources

AI modelDevelopment and Tools

ZeroSearch: Incentivize the Search Capability of LLMs without Searching - Alibaba-NLP/ZeroSearch

Researched with AI|Data refreshed 8 hours ago|1 sources|Updated 1 time this year

Data refreshed 8 hours ago1 sources

AI modelDevelopment and Tools

Unlock 30-sec verdict

Starting price

From $ 4 USD

Best for

AI model

Free trial

✓ Free tier

Monthly traffic

—

Social listening

1mention

First indexed

—

Explore options

See how ZeroSearch compares

Compare alternatives Visit site

ZeroSearch is a practical fit for buyers evaluating AI model, Development and Tools, and #reinforcement learning tools.

Who is it for?: ML researchers running GRPO/PPO rollouts on 7B-class models who need to iterate on retrieval behavior without burning a SerpApi budget; better than live search APIs for zero marginal query cost during training.
Pricing: freemium

Product information

What this product does

ZeroSearch: Incentivize the Search Capability of LLMs without Searching - Alibaba-NLP/ZeroSearch

Sourced from arxiv.org

Works With

Platforms

AI Models

Qwen2.5 3B
Qwen2.5 3B Instruct
Llama 3.2 3B
Llama 3.2 3B Instruct
Qwen2.5 7B
Qwen2.5 7B Instruct

Problem Solved

What problem does ZeroSearch solve?

Company & Maker

Who built ZeroSearch?

Company: Tongyi Lab, Alibaba Group (arxiv.org)
Product: ZeroSearch: Incentivize the Search Capability of LLMs without Searching - Alibaba-NLP/ZeroSearch
HQ: Hangzhou
Founded: 1999
Team size: 5000+
Live since: May 2025
Founders: Jack Ma - Founder

Some facts above are based on publicly available information and may have changed.

The maker hasn't published a public statement we can verify yet.

Researched with AI · Data refreshed 8 hours ago · How we score

Full Report Access

Unlock the verified intelligence before you decide

or 10 for $24.99 -> $2.50 each

Who should use

Buyer-fit is derived from approved personas and use-case evidence. Search-volume noise stays labeled separately.

Best-fit workflows

In the education field, ZeroSearch can help teachers and students quickly retrieve related academic literature
In commercial environments, companies can use ZeroSearch for market research and obtain relevant data without incurring high search fees
In software development, development teams can improve their efficiency in retrieving code and documentation through ZeroSearch
Trains an LLM's retrieval policy using simulated Wikipedia and Google search variants, removing live search API calls from the RL loop.
Runs curriculum rollout and simulation tuning on a custom dataset to align a model's search behavior before deployment.
Supports REINFORCE, GRPO, and PPO training runs for teams comparing RL algorithms on retrieval tasks.

Inferred from public dataView source →

Multi-day to multi-week for a working RL training pipelineDeveloper requiredSmall teamMid-marketEnterprise

Pricing reality

Vendor stated
Pricing page found with 41 detected price points; specific tiers not clearly documented in public signals.
Actual cost
Likely a research/enterprise engagement or self-hosted training framework rather than a simple per-seat SaaS subscription; actual cost is dominated by GPU compute for RL training.
Hidden costs
3 hidden cost warnings — unlock to view

Migration effort from 4 platforms analyzed

Pricing reality

Last updated Oct 2026

Vendor pricing page

Starting price

From $ 4 USD

Free tier available.

Plans as published by the vendor

Git Large File Storage

$5 per month for 50 GB bandwidth and 50 GB of storage.

$5/mo

$ 4 USD per user/month

$ 4 USD

$ 4 USD per user/month for the first 12 months*

$ 4 USD

$ 21 USD per user/month

$ 21 USD

General buyer tips

Common across software subscriptions, not findings about this product.

Auto-renewal is often on by default and refunds are narrow.

Beta, Linux, or recovery edge cases often ship without SLA coverage.

Team and business tiers usually move to sales-led quoting.

One-time or lifetime offers tend to disappear at version boundaries.

True cost for your case

LIVE ESTIMATE

Use caseMonths needed

Estimated spend

$12

Recurring billing is usually the real cost driver, not the first-month sticker price.

View live pricing Compare alternatives Open canonical review

Prices change often — confirm on the vendor's site before you buy.

Compare this product in-line

Start with a suggested alternative or type another tool to jump into a side-by-side comparison.

Engagement signals (30d)

Based on 6 linked public signals.

Mindber Activity Score™

Score locked

How we calculate this Claim this profile Report inaccuracy

HOW THIS TOOL SCORES

Scores compare this tool with similar tools similar tools in AI model. Use it to judge Innovation and Capability before you shortlist.

Updated Oct 17, 2026

How we score →

Innovation Index™

Is it new, different, and easy to understand?

7.4/10

Does it stand out from similar tools?7.0/10

Can buyers understand it quickly?7.0/10

Is this idea actually new?8.0/10

Functionality Score™

Does it cover the jobs buyers expect, and can it keep up?

5.7/10

Does it cover the core jobs?6.0/10

Are the main features deep enough?7.0/10

Will it fit into your stack?3.0/10

Can users trust it to stay usable?5.5/10

Medium confidence (60%) - some sub-scores have thin evidence.What this means →

Category baseline: AI model

Data sources

Features detected: 8Engagement: declining (39/100)Homepage load: 0.8s

Traffic & search proof

Public view keeps the ratio story. Paid view unlocks exact monthly visits, full region coverage, and CPC-level keyword intelligence.

Latest traffic snapshot

Monthly visits

645.5M

Avg visit duration

Pages per visit

Bounce rate

Traffic trend

Month-by-month visits from linked public traffic evidence.

3 months

Geography

Top regions

traffic snapshot

Exact monthly traffic is paid-only. Public view keeps percent share only.

4Regions

United States

18.73%

China

11.83%

India

10.32%

2 more regions unlock with the full market map.

Traffic sources

Source mix snapshot

Public view keeps the ratio snapshot. Minor channels stay behind the paid view.

3Sources

Direct

53.31%

Referrals

9.32%

1.22%

FAQ

Only linked Q and A rows are shown. Empty FAQ data stays hidden.

Social mentions

Only linked public mention evidence is shown here.

1 linked

Sources and methodology

Only evidence with a linked source record or explicit feature provenance is shown here. Data without provenance stays off the page.

EVIDENCE TRAIL

Pricing evidenceenrichment:official-pricing92% confidence

Social mentionsenrichment:social-mentions75% confidence

FAQ / Q&AMindber Faq Ai

LINKED SOURCES

Aibase

ZeroSearch

Last seenOct 16, 2026

HOW WE VERIFY

Scoring methodologyActivity Signals methodologyReport a data issue

COMMUNITY CREDITS

Have you used ZeroSearch? Earn credits.

Verified contributions help the page stay honest. The wider member action set still lives in your dashboard so the public page stays focused on the two highest-signal workflows.

Write a verified review (200+ words) → earn 1 credit

Share the setup context, what worked, and what broke. Mindber rewards specific, evidence-backed reviews instead of one-line praise.

Write verified review

Spot incorrect data? Submit a correction → earn 1 credit

Flag stale pricing, wrong traffic signals, or broken links and the editorial team will re-verify the record.

Submit correction

Maker access, comments, ratings, and verification requests remain available inyour dashboard.

Community audits

Member opinion — not a Mindber assessment

Be the first to audit ZeroSearch

No member audits yet. Rate it from 1 to 5 and share what worked and what didn't.

Write the first auditVendor? Reply here

ZeroSearch

See how ZeroSearch compares

What this product does

What problem does ZeroSearch solve?

Who built ZeroSearch?

Unlock the verified intelligence before you decide

Who should use

Pricing reality

Compare this product in-line

Engagement signals (30d)

Innovation Index™

Functionality Score™

Traffic & search proof

Latest traffic snapshot

Traffic trend

Geography

Traffic sources

FAQ

What is ZeroSearch?

How much does ZeroSearch cost in 2026?

Is ZeroSearch free?

ZeroSearch vs alternatives in this category: what is the difference?

What are the best alternatives to ZeroSearch?

Is ZeroSearch safe for general business use?

Does ZeroSearch have an API?

How does ZeroSearch work?

What does ZeroSearch do?

Does ZeroSearch train on user data?

What are the disadvantages of ZeroSearch?

Who should not use ZeroSearch?

Social mentions

Have you used ZeroSearch? Earn credits.

Community audits

ZeroSearch

See how ZeroSearch compares

What this product does

What problem does ZeroSearch solve?

Who built ZeroSearch?

Unlock the verified intelligence before you decide

Who should use

Pricing reality

Compare this product in-line

Engagement signals (30d)

Innovation Index™

Functionality Score™

Traffic & search proof

Latest traffic snapshot

Traffic trend

Geography

Traffic sources

FAQ

What is ZeroSearch?

How much does ZeroSearch cost in 2026?

Is ZeroSearch free?

ZeroSearch vs alternatives in this category: what is the difference?

What are the best alternatives to ZeroSearch?

Is ZeroSearch safe for general business use?

Does ZeroSearch have an API?

How does ZeroSearch work?

What does ZeroSearch do?

Does ZeroSearch train on user data?

What are the disadvantages of ZeroSearch?

Who should not use ZeroSearch?

Social mentions

Have you used ZeroSearch? Earn credits.

Community audits