> ## Documentation Index
> Fetch the complete documentation index at: https://docs.samsearch.co/llms.txt
> Use this file to discover all available pages before exploring further.

# AI-powered Search

> Find opportunities across Federal, SLED, DIBBS, Recompete, Forecasts, Subcontracting, and Grants using Smart or Keyword Search

<Frame>
  <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-full-page.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=9cf1a488f89cd0f2a332bda20fc294b0" alt="SamSearch search page with sources and filters" style={{ maxWidth: '100%', height: 'auto' }} width="1896" height="869" data-path="images/search/search-full-page.png" />
</Frame>

<Note>
  By default, Search only returns **Active** opportunities (those with a future due date). To include expired or future-scheduled opportunities, open **Filters** and adjust **Due Date**.
</Note>

## Quickstart

<Steps>
  <Step title="Pick a source">
    Choose a source such as Federal, SLED, or Recompete from the sources row.
  </Step>

  <Step title="Describe what you want">
    In **Smart Search** mode, type your query in plain English. Switch to **Keyword Search** when you need boolean operators.
  </Step>

  <Step title="Search and save">
    Press **Search**, then use **Save Search** on results worth tracking. Manage saved queries on [Saved & History](/features/saved-searches).
  </Step>
</Steps>

<Info>
  New to SamSearch? The empty Search page shows three suggested queries — click any to run an example search.
</Info>

<Frame>
  <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-empty-suggestions.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=7a77d9bc9e26de4b7c40921b7aa6820f" alt="Empty Search page with suggested queries" style={{ maxWidth: '100%', height: 'auto' }} width="1273" height="707" data-path="images/search/search-empty-suggestions.png" />
</Frame>

## Search modes

<Frame>
  <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-mode-toggle.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=112be8da4096ff64e33a2adb7b796506" alt="Smart Search and Keyword Search mode toggle" style={{ maxWidth: '100%', height: 'auto' }} width="766" height="82" data-path="images/search/search-mode-toggle.png" />
</Frame>

### Smart Search (default)

Smart Search (semantic search) uses natural language — no boolean operators required.

**Examples:**

* "AI solutions for cybersecurity"
* "construction services for government buildings"
* "software development for healthcare systems"

<Note>
  Search defaults to a hybrid of Smart and Keyword matching. For reproducible, operator-based queries, switch explicitly to **Keyword Search**.
</Note>

### Keyword Search

For precise control using boolean operators, exact phrases, and Lucene syntax.

**Basic examples:**

* `("cybersecurity" AND "AI") AND NOT "project management"`
* `"construction" AND ("government" OR "federal")`
* `"software" AND "healthcare" AND NOT "hardware"`

<Card title="Keyword Search syntax reference" icon="code" href="/features/search/keyword-syntax">
  Full operator reference: wildcards, field search, ranges, proximity, and worked examples.
</Card>

#### AI Query Generator

Use the **AI Query Generator** to convert plain English into Keyword Search syntax.

<Steps>
  <Step title="Click the sparkle icon in the search bar" />

  <Step title="Write your query in plain English">
    Example: `I need cybersecurity services for cloud infrastructure but not project management roles`
  </Step>

  <Step title="Click Generate">
    The AI converts it to syntax, e.g. `("cybersecurity" AND "cloud infrastructure") AND (NOT "project management")`
  </Step>

  <Step title="Run the search">
    The generated query is inserted into the search box automatically.
  </Step>
</Steps>

<Frame>
  <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-ai-query-generator.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=3d7975197bc608086adda1c843f7a4c1" alt="AI Query Generator example" style={{ maxWidth: '100%', height: 'auto' }} width="1213" height="856" data-path="images/search/search-ai-query-generator.png" />
</Frame>

<Tabs>
  <Tab title="Smart Search">
    **Use Smart Search when:**

    * You want to search using natural language
    * You are exploring opportunities and want broad, relevant results
    * You prefer AI to understand intent and context
    * You are new to government contracting searches
  </Tab>

  <Tab title="Keyword Search">
    **Use Keyword Search when:**

    * You need precise control over exact terms and phrases
    * You want to exclude specific terms or concepts
    * You need to search specific fields (title, summary, agency, etc.)
    * You want reproducible results with AND/OR/NOT
  </Tab>
</Tabs>

## Sources

<Frame>
  <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-source-buttons.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=8450048ef2af4aaefeb191b8adb7c01f" alt="Opportunity source buttons on the Search page" style={{ maxWidth: '100%', height: 'auto' }} width="990" height="119" data-path="images/search/search-source-buttons.png" />
</Frame>

SamSearch supports multiple opportunity sources. Toggle between them to find opportunities that match your business.

| If you want...                           | Use this source |
| ---------------------------------------- | --------------- |
| Federal solicitations on SAM.gov         | Federal         |
| State, city, county, school RFPs         | SLED            |
| DLA supply / small-parts opportunities   | DIBBS           |
| Contracts ending soon for follow-on bids | Recompete       |
| Opportunities agencies plan to release   | Forecasts       |
| Prime-contractor subcontracting needs    | Subcontracting  |
| Federal grant funding                    | Grants          |
| Cast a wide net across sources           | Multi-Source    |

<CardGroup cols={2}>
  <Card title="Multi-Source" icon="layer-group" href="#multi-source">
    Search across multiple sources simultaneously.
  </Card>

  <Card title="Federal Contracts" icon="building" href="#federal-contracts">
    Traditional government contracts and solicitations
  </Card>

  <Card title="SLED Opportunities" icon="city" href="#sled-opportunities">
    State, Local, and Education contracts
  </Card>

  <Card title="DIBBS" icon="shield" href="#dibbs-opportunities">
    Defense Logistics Agency opportunities
  </Card>

  <Card title="Forecasts" icon="arrow-trend-up" href="#forecasts">
    Upcoming contract opportunities
  </Card>

  <Card title="Subcontracting" icon="handshake" href="#subcontracting">
    Subcontracting opportunities from prime contractors
  </Card>

  <Card title="Grants" icon="award" href="#federal-grants">
    Federal grant opportunities
  </Card>

  <Card title="Recompete" icon="refresh" href="#recompete">
    Expiring contracts likely to be recompeted
  </Card>
</CardGroup>

<Warning>
  **Deprecated**: SBIR/STTR search has been removed in version 3.2.0. Use Federal search or contact support for alternatives.
</Warning>

## Source guides

### Federal Contracts

<iframe width="560" height="315" src="https://www.youtube.com/embed/26aZnkZRLqY" title="SamSearch Tutorial: Federal Search" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" frameBorder="0" allowFullScreen />

Federal contracts are solicitations posted on SAM.gov from agencies including DOD, GSA, VA, and more.

### SLED Opportunities

<iframe width="560" height="315" src="https://www.youtube.com/embed/7aecvzXI3wM" title="SamSearch Tutorial: State, Local, and Education Search" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" frameBorder="0" allowFullScreen />

SLED covers state, local, municipal, school district, and education opportunities across **5,000+ websites**.

<Info>
  **Can't find a specific site?** Email [support@samsearch.co](mailto:support@samsearch.co) — we add new sources regularly.
</Info>

### DIBBS Opportunities

<iframe width="560" height="315" src="https://www.youtube.com/embed/FLPMp0Gsc3g" title="SamSearch Tutorials: DIBBS Search" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" frameBorder="0" allowFullScreen />

DIBBS (Defense Logistics Agency Internet Bid Board System) lists DLA supply and service opportunities.

### Forecasts

<iframe width="560" height="315" src="https://www.youtube.com/embed/u8dGSWP99ec" title="SamSearch Tutorial: Forecasts Search" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" frameBorder="0" allowFullScreen />

Forecasts show upcoming opportunities agencies plan to release — useful for early pipeline building.

### Subcontracting

<iframe width="560" height="315" src="https://www.youtube.com/embed/Qs4SizWWf2w" title="SamSearch Tutorial: Subcontracting Search" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" frameBorder="0" allowFullScreen />

Find subcontracting opportunities posted by prime contractors. Filter by **Confidence Level** to prioritize the strongest leads.

<CardGroup cols={3}>
  <Card title="High Confidence" icon="circle-check">
    **Active subcontracting opportunities** posted by primes seeking small business subcontractors.
  </Card>

  <Card title="Medium Confidence" icon="circle-exclamation">
    **Inferred opportunities** from federal contracts with subcontracting plans (FAR 52.219-9).
  </Card>

  <Card title="Low Confidence" icon="circle-xmark">
    **Similar to medium** but with approaching deadlines or lower contract amounts.
  </Card>
</CardGroup>

### Federal Grants

<iframe width="560" height="315" src="https://www.youtube.com/embed/ZkpT0F1hmPw" title="SamSearch Tutorials: Federal Grants Search" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" frameBorder="0" allowFullScreen />

Federal grants from NIH, NSF, DOE, and other grant-making agencies.

### Recompete

Recompete surfaces federal contracts approaching the end of their period of performance so you can position for the follow-on award — often **6–18 months** before a new solicitation posts.

**Why recompetes matter:**

* Early identification before competitors react to posted solicitations
* Higher win probability when you understand the incumbent contract
* Strategic pipeline building from award data and agency behavior

**Filters include:** agency, NAICS, set-aside, contract value, expiration window, recompete score, and linked SAM opportunities.

<Info>
  Filter by **Contract End Date** to focus on contracts expiring soon and maximize preparation time.
</Info>

<Frame>
  <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-recompete-results.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=eb6843e45f8ab9b225592186454a59fc" alt="Recompete search results with scores and filters" style={{ maxWidth: '100%', height: 'auto' }} width="1282" height="867" data-path="images/search/search-recompete-results.png" />
</Frame>

### Multi-Source

<iframe width="560" height="315" src="https://www.youtube.com/embed/wrbOVWPv7mg" title="SamSearch Tutorial: Multi-Source Search" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" frameBorder="0" allowFullScreen />

Enable **Multi-Source** to search several sources at once. All sources are selected by default; click a source again to deselect it.

<Frame>
  <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-multi-source-on.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=c0ac87c544226147b014c581f6fa4887" alt="Multi-Source mode with multiple sources selected" style={{ maxWidth: '100%', height: 'auto' }} width="1420" height="71" data-path="images/search/search-multi-source-on.png" />
</Frame>

<Warning>
  When Multi-Source is active, combined filters are disabled because each source has a different filter set.
</Warning>

## Filters

Each source has its own sort and filter options. Open **Filters** from the search bar.

<Tabs>
  <Tab title="Federal">
    | Sort by        | Filter by                    |
    | -------------- | ---------------------------- |
    | Relevance      | Contract type (Solicitation) |
    | Due date       | Dept. / Ind. Agency          |
    | Alphabetically | Set Aside Code               |
    | Posted date    | State                        |

    <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-filters-federal.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=2a1240e44ffe914448404fcc9a9c0319" alt="Federal search filters panel" style={{ maxWidth: '100%', height: 'auto', borderRadius: '8px' }} width="401" height="907" data-path="images/search/search-filters-federal.png" />
  </Tab>

  <Tab title="SLED">
    | Sort by      | Filter by                             |
    | ------------ | ------------------------------------- |
    | Level        | State, Local, City, County, Education |
    | State        | Specific state                        |
    | Jurisdiction | Specific jurisdiction                 |

    <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-filters-sled.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=15380caa58a1d6a33fc008f5418a2d18" alt="SLED search filters panel" style={{ maxWidth: '100%', height: 'auto', borderRadius: '8px' }} width="416" height="907" data-path="images/search/search-filters-sled.png" />
  </Tab>

  <Tab title="Forecasts">
    | Sort by                     | Filter by     |
    | --------------------------- | ------------- |
    | Estimated solicitation date | Agency        |
    | Relevance                   | Contract type |
  </Tab>

  <Tab title="Grants">
    | Sort by       | Filter by  |
    | ------------- | ---------- |
    | Response date | Status     |
    | Posting date  | Agency     |
    | Relevance     | Grant type |
  </Tab>

  <Tab title="Subcontracting">
    | Sort by        | Filter by                              |
    | -------------- | -------------------------------------- |
    | Relevance      | Confidence Level (High / Medium / Low) |
    | Due date       | Prime Contractor                       |
    | Posted date    | NAICS Codes                            |
    | Contract value | State/Location                         |

    <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-filters-subcontracting.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=6bbc777cb45377ebd1974555bf947c7b" alt="Subcontracting search filters panel" style={{ maxWidth: '100%', height: 'auto', borderRadius: '8px' }} width="380" height="900" data-path="images/search/search-filters-subcontracting.png" />
  </Tab>

  <Tab title="Recompete">
    | Sort by        | Filter by                                             |
    | -------------- | ----------------------------------------------------- |
    | Relevance      | Contract End Date                                     |
    | End date       | Recompete Score (High/Medium)                         |
    | Contract value | Classification, NAICS, Agency, Set-aside, Value range |
    | Posted date    | Has Linked SAM Opportunities                          |
  </Tab>
</Tabs>

## Search results

<Frame>
  <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-result-card.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=71c2b0298f1fdfd8b143b7614d6ce1f9" alt="Search result card with key opportunity details" style={{ maxWidth: '100%', height: 'auto' }} width="1075" height="350" data-path="images/search/search-result-card.png" />
</Frame>

Click any result to open the full opportunity. Learn more on [Contract Page Overview](/features/contract-overview).

### Export results

Click **Export** above the result list to download the current result set (respecting your filters) as CSV.

## Saving and managing results

### Save Search

Use **Save Search** to store your current query, source, mode, and filters.

Use the **Saved** dropdown next to **Save Search** to load a previously saved query without leaving the Search page.

<Frame>
  <img src="https://mintcdn.com/samsearch/zeNhOlOARkPzzRTv/images/search/search-saved-dropdown.png?fit=max&auto=format&n=zeNhOlOARkPzzRTv&q=85&s=bc2d1c4bcb76128f196b10e36c265e43" alt="Saved searches dropdown on the Search page" style={{ maxWidth: '100%', height: 'auto' }} width="387" height="414" data-path="images/search/search-saved-dropdown.png" />
</Frame>

<Info>
  Manage alerts and history on [Saved & History](/features/saved-searches).
</Info>

### Save opportunities

Click **Save** on any result to add it to [Saved Opportunities](/features/leads).

## Search tips

1. **Use natural language** in Smart Search for exploration
2. **Be specific** — include industry, service type, or location
3. **Try different sources** — the same work may appear under multiple categories
4. **Use filters strategically** — start broad, then narrow
5. **Save searches** — monitor markets with alerts on [Saved & History](/features/saved-searches)

<Card title="Common search recipes" icon="book" href="/features/search/recipes">
  Copy-paste examples for Texas SLED, recompetes, grants, subcontracting, and more.
</Card>
