API capability matrix
Data Retrieval
Provides diverse LCA data retrieval capabilities, supporting full-text search, vector search, deep thinking, and image-text search
Smart Matching
Facilitates intelligent matching of background data for LCA models, identifying the most suitable LCA data from extensive databases
GWP Verification
Conducts reasonable of global warming potential (GWP factors) for products, supporting both regular and streaming modes
MCP
With HiQ's MCP services, users can achieve flexible application across different LCA data sources, LLM models, and third-party tools
Multi-scene coverage
Provide diversified API interfaces to help enterprises seamlessly connect and flexibly customize exclusive application scenarios
Data Retrieval
Our Data Retrieval API is a versatile, all-in-one interface that supports multi-dimensional LCA data retrieval. It offers powerful capabilities including voice and image search, deep search, semantic understanding, and cross-language retrieval, comprehensively supporting diverse application scenarios.
Voice Search: Accurately recognizes and retrieves speech content.
Image Search: Intelligently matches visual information based on content.
Deep Search: Breaks down complex queries and enables deep reasoning, with support for streaming responses.
Semantic Understanding: Precisely captures the true intent behind user queries.
Cross-Language Retrieval: Breaks down language barriers to enable global information connectivity.
Background Data Matching
Our background data matching API provides the ability to intelligently match background data, receive structured or unstructured product information, and perform intelligent matching of background data.
Support selecting Haike's existing data source or uploading the user's own data source as required.
One-Click Background Matching: Match background data for all materials in an LCA model with a single click.
Intelligent Background Data Retrieval: Retrieve the most suitable databases and background data from multi-source datasets.
Background Data Matching Validation: Quickly verify the accuracy of background data matching in LCA models through this API.
GWP Verification
A deep learning model for GWP verification was trained based on the HiQLCD database. It predicts the reasonable range of GWP values for user-input products and employs an anomaly detection algorithm to assess the correctness of the target product's range, thereby determining the plausibility of the target data.
GWP Verification: Accurately validates the correctness of LCA data result factors.
Product GWP Factor Range Prediction: Predicts the reasonable range of GWP values for a given product.
GWP Analysis: Supports analysis of GWP distribution ranges for similar products across different data sources.
Diverse AI Applications
HiQ‘s LCA MCP serves as an intelligent middleware that empowers users to integrate heterogeneous LCA data sources, specialized LLM models, and third-party tools through standardized data interfaces. Users can dynamically orchestrate and synergize components to construct efficient and diversified upper-layer application scenarios tailored to project requirements.
Conversational Interaction : Users can interact with the system using natural language.
Data Validation & Automated Auditing: Automatically validates data against underlying database rules while leveraging LLMs to semantically understand data descriptions, intelligently identifying anomalies, contradictions, or non-compliant inputs.
Unified Data Access & Mapping: Provides standardized access interfaces and intelligent mapping solutions for LCA datasets of varying origins and formats, enabling seamless interoperability within unified models and breaking down data silos.
AI-Driven Model Optimization: Utilizes the platform’s vast computational data to train machine learning models for predicting environmental impacts of new materials or processes, and even automatically recommends optimal emission reduction strategies.
Advantages of API Services
Reliable LCA data and flexible APIs enable agile development and rapid deployment.
Precise LCA Data Matching
Integrated Multi-Source Authoritative Databases for Comprehensive and Reliable Data
Integrates global authoritative databases (e.g., Ecoinvent, Carbonminds) and localized data (e.g., HiQLCD). Access vast high-quality data via a single API.
Powered by NLP and machine learning algorithms,our interface automatically processes and matches product/material inputs to accurate data units, improving efficiency and reducing manual effort.
Various Scenarios
Flexible Data Model (MCP) for Complex Scenarios
MCP (Model Context Protocol) is a standardized open data protocol that provides large language models (LLMs) with a secure and controllable way to interact with external data sources, software tools, and APIs.
MCP provides the underlying data channel, while AI empowers it with comprehension capabilities. They transform enterprises from "searching for data" to "getting answers by asking questions," and from "passive modeling" to "intelligent recommendation and prediction." And transform carbon data into an intelligent assistant for modeling, validation, and predictive analysis.
Developer-Friendly
Seamless Integration and Developer-Friendly Design to Reduce Deployment Costs
Our API services are built on a highly available, scalable cloud-native architecture, featuring high concurrency processing capabilities and low-latency responses. We provide comprehensive SLA guarantees and technical support to ensure business continuity and stability in customer production environments.
Comprehensive documentation, SDKs, and sandbox environments allow quick integration with existing systems, reducing development costs.
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Shanghai ICP License
No.31011002000058
Shanghai ICP No. 2024096343-2