# Smart Search

### **What is Smart Search?**

The Smart Search is an advanced, AI-driven search feature designed to simplify and enhance the way users interact with the Solution Explorer. Powered by a **hybrid semantic search engine**, it combines traditional keyword matching with contextual understanding to deliver highly relevant results.

**How It Works:**

* **Semantic Search**: Uses AI to understand the meaning behind user queries, rather than just matching keywords.
* **Technology Stack**:
  * **Vectorization**: Powered by OpenAI’s `text-embedding-3-large` model, which converts solutions and queries into vector representations for contextual matching.
  * **Vector Store**: Built on [**Typesense**](https://cloud.typesense.org/), a high-performance vector database optimized for semantic and hybrid search.

> _In simple terms_: The system doesn’t just look for exact matches but understands what you’re asking for, even if the words don’t match perfectly.

### **Before vs. After: The Difference**

Previously, the search relied purely on keywords, often returning irrelevant or no results for nuanced queries. Now, with the Smart Search feature, integrated in the default search bar, contextual understanding ensures a significantly better user experience.

**Example Query:**

* **Before (Keyword Search)**:
  * Query: _"Alternative materials for insulation in France"_
  * Result: 1 **result**, as the phrase contained many keywords that did not match solution titles or descriptions.

<figure><img src="https://1292220741-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FKGAN4ko2qLFQDMJgRgce%2Fuploads%2F7Awz4rgK5JT9ieVAOx5h%2FScreenshot%202024-12-04%20at%2010.23.13.png?alt=media&#x26;token=97e263b8-0fcb-441d-94a7-d5837c858789" alt=""><figcaption><p>Previous Solutions Explorer query showing inconsistent context results</p></figcaption></figure>

* **After (Smart Search)**:
  * Query: _"Alternative materials for insulation in France"_
  * Result: **Multiple relevant solutions (102)**

<figure><img src="https://1292220741-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FKGAN4ko2qLFQDMJgRgce%2Fuploads%2FBlDj62WLdgXMvUKnfqMN%2FScreenshot%202024-12-04%20at%2010.23.05.png?alt=media&#x26;token=a69ce6bf-7a3c-4653-a3c7-7a9c9687f729" alt=""><figcaption><p>New Smart Search Engine showcasing context relevance</p></figcaption></figure>

### **Filtering Options**

The new filtering system on the Solution Explorer provides replicates the previous robust and intuitive way to refine searches, ensuring relevant results are tailored user needs. Below are the filtering categories, complete with examples for practical application:

Filter by;

<details>

<summary>Solution Type</summary>

Narrow your search by the nature of the solution:

* **Products** (e.g., Solar panels)
* **Services** (e.g., Energy efficiency consulting)
* **Processes** (e.g., Circular manufacturing techniques)
* **Behaviours** (e.g., Educational programs for water conservation)
* **Policies** (e.g., Government incentives for renewable energy)

</details>

<details>

<summary>Sector</summary>

Focus on the industry or field where the solution applies:

* **Utilities (Water, Energy, Waste)** (e.g., Water purification systems)
* **Buildings & Constructions** (e.g., Low-carbon building materials)
* **Industrial Processes & Consumer Goods** (e.g., Sustainable packaging)
* **Agrifood & Natural Environment** (e.g., Precision irrigation tools)
* **Mobility** (e.g., Electric vehicle charging stations)

</details>

<details>

<summary>Applications</summary>

Explore solutions based on specific use cases:

* **Power and Fuel Generation** (e.g., Offshore wind turbines)
* **Energy and Fuel Efficiency** (e.g., Smart energy meters)
* **Materials and Chemicals** (e.g., Biodegradable plastics)
* **Solid Waste Management** (e.g., Composting systems)
* **Heating, Cooling, and Ventilation** (e.g., Geothermal heating systems)

</details>

<details>

<summary>Environmental Benefits</summary>

Focus on the environmental impact addressed by the solution:

* **Greenhouse Gas Emissions** (e.g., Carbon-neutral fuels)
* **Water Use** (e.g., Water-efficient irrigation)
* **Biodiversity Protection** (e.g., Reforestation projects)

</details>

<details>

<summary>Target Client</summary>

Identify solutions tailored to specific end-users:

* **Businesses** (e.g., Renewable energy solutions for factories)
* **Public Authorities** (e.g., Urban waste management systems)
* **Individuals** (e.g., Home energy-saving devices)

</details>

<details>

<summary>Tags</summary>

Find solutions based on specific technologies or themes:

* **Software** (e.g., Energy management platforms)
* **Sensors & Monitoring** (e.g., Air quality monitoring devices)
* **Recycle Waste** (e.g., Plastic-to-fuel technology)
* **Solar Photovoltaic** (e.g., Flexible solar panels)
* **Developing Countries** (e.g., Affordable water purification systems)

</details>

<details>

<summary>Region of origin</summary>

Find solutions originating from specific countries or regions:\
e.g.

* **France**&#x20;
* **Switzerland**&#x20;
* **United States**
* **Germany**&#x20;
* **Canada**&#x20;

</details>

<details>

<summary>Maturities</summary>

Filter by the development stage of the solution:

* **TRL 9 / CRI 3-4** (e.g., Commercial Scale Up / Multiple Commercial Applications)
* **TRL 6 / 7** (e.g., Prototype demonstration)
* **TRL 9 / CRI 5-6** (e.g., Widespread deployment-ready solutions)
* **TRL 8** (e.g., Finalized prototypes)

</details>

<details>

<summary>Company Name</summary>

Search for solutions from specific providers or innovators:

* **Solar Impulse Foundation** (e.g., Behavioural & Policies)
* **Air Liquide** (e.g., Green hydrogen solutions)
* **Holcim** (e.g., Low-carbon concrete)

</details>

This filter structure ensures users can easily narrow their searches while the AI does the heavy lifting to provide contextually relevant results.

<figure><img src="https://1292220741-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FKGAN4ko2qLFQDMJgRgce%2Fuploads%2Flfca12Ba91vrpcbp2WOt%2FScreenshot%202024-11-26%20at%2018.26.35.png?alt=media&#x26;token=12a37ce9-c9dc-47f6-ba01-72d6b348c651" alt=""><figcaption><p>Filtering Options</p></figcaption></figure>



### **Example Queries: The Power of Smart Search**

Here are examples of how the new search capabilities excel in addressing complex and thematic queries:

#### **Query:&#x20;**_**"Solutions for reducing pest control chemicals in agriculture"**_

<figure><img src="https://1292220741-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FKGAN4ko2qLFQDMJgRgce%2Fuploads%2FR57J4nNxjL82y2kHfVWD%2FScreenshot%202024-12-04%20at%2010.53.42.png?alt=media&#x26;token=12eaf3cf-fec7-46db-ae3f-7b1fdc59b02b" alt=""><figcaption></figcaption></figure>

**Results:**

* **Biological Pest Control**: Natural predators and biopesticides to manage pests without harmful chemicals.
* **Integrated Pest Management (IPM) Systems**: Strategies combining crop monitoring, natural controls, and minimal chemical usage.
* **Precision Spraying Technologies**: AI-driven tools that target pests directly, reducing overall pesticide use.

**Rationale:**

The search engine identifies the query's focus on minimizing chemical use in pest control within agriculture. Results showcase innovative solutions that leverage biological methods, integrated approaches, and precision technologies to reduce environmental impact while maintaining agricultural productivity. This highlights the AI's ability to connect sustainability goals with practical applications in agriculture.

***

#### **Query:&#x20;**_**"Renewable energy for coastal areas prone to storms"**_

<figure><img src="https://1292220741-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FKGAN4ko2qLFQDMJgRgce%2Fuploads%2Fos9hp6DBaN0dz0XnygYP%2FScreenshot%202024-12-04%20at%2010.53.14.png?alt=media&#x26;token=10fc38ed-246c-4e05-8a1f-2675076f776a" alt=""><figcaption></figcaption></figure>

**Results:**

* **Offshore Wind Turbines**: Robust turbines designed to withstand harsh weather conditions and provide renewable energy in coastal regions.
* **Hurricane-Resistant Solar Panels**: Solar panel systems engineered for durability in storm-prone areas, ensuring sustained energy generation.
* **Hybrid Microgrids with Battery Backup**: Resilient energy systems combining solar, wind, and battery storage to maintain power supply during and after storms.

**Rationale:**

The search engine interprets the query's emphasis on renewable energy and coastal storm challenges, retrieving solutions specifically designed for these environments. The results reflect technologies optimized for resilience, ensuring energy reliability despite extreme weather conditions, demonstrating the AI's capability to address geographic and situational complexities.

#### **Query:&#x20;**_**"Bringing fresh water security to the Sahel region"**_

<figure><img src="https://1292220741-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FKGAN4ko2qLFQDMJgRgce%2Fuploads%2F4VmNYflq7ZdjkHhKdBqq%2FScreenshot%202024-12-04%20at%2010.52.13.png?alt=media&#x26;token=c1fca856-2d5c-4749-a0fe-e738a09f5bb0" alt=""><figcaption></figcaption></figure>

**Results:**

* **Solar-Powered Desalination Units**: Portable systems that convert saline water into fresh drinking water using renewable energy.
* **Rainwater Harvesting Technologies**: Low-cost systems designed to collect and store rainwater in arid regions.
* **Drip Irrigation Systems**: Water-efficient technologies tailored for agricultural use in regions with scarce water resources.

**Rationale:**

The search engine interprets the query's focus on water security and regional challenges (Sahel) and retrieves solutions addressing these needs. Results include technologies for water generation, efficient usage, and sustainable practices suited to arid environments. This demonstrates the AI's contextual understanding of the query's goals and regional specifics.

***

### **Why Smart Search Matters**

The Smart Search feature represents a significant advancement in usability and relevance, enabling users to find the solutions they need with greater ease and confidence. Environmental challenges are often highly context-specific, requiring an understanding of nuanced problems and needs. Smart Search bridges this gap by leveraging semantic AI and vector search technologies to interpret natural queries in a way that aligns with users’ specific requirements.

By understanding the key components of environmental problems, Smart Search empowers users to navigate complex challenges and discover clean technologies that are truly relevant to their context. This makes the process of finding solutions more intuitive, impactful, and tailored to individual needs.
