Product Datasheet Analysis
Product Datasheet Analysis using Document AI
Overview
This cookbook demonstrates automated product datasheet analysis using Mistral AI's Document AI.
Use Case: Battery Procurement & Vendor Validation
You're sourcing lithium-ion batteries for a portable device. Vendors send PDF datasheets with hundreds of specifications. Manually comparing each against your design requirements is time-consuming and error-prone.
This cookbook automates the process:
- Extract structured data from lithium battery PDF datasheets using Document AI - Mistral OCR with Document Annotations
- Compare specifications against design requirements
- Generate detailed technical reports with comprehensive analysis for each parameter
Input Files Required:
-
📄 Product Datasheet PDF (
lithium_iron_cell_datasheet.pdf)- Vendor-provided specification document containing technical specs, safety info, and performance data
-
📋 Design Requirements (
battery_requirements.txt)- Your project's specification criteria defining acceptable ranges for capacity, voltage, temperature, safety, etc.
Technology Stack:
- ✅ Mistral OCR (
mistral-ocr-latest) - PDF parsing with document annotations - ✅ Mistral Medium (
mistral-medium-latest) - Technical report generation
Key Features:
- Document AI for OCR + structured extraction
- Direct Pydantic schema extraction
- Comprehensive battery specification coverage
- Safety-focused validation
- Professional technical report generation
Benefits: Fast, accurate, and generates professional documentation for procurement decisions.
1. Setup and Imports
✓ All imports successful
✓ Mistral client initialized
2. Define Data Schemas
We define comprehensive Pydantic schemas for lithium battery specifications including capacity, voltage, current, temperature, dimensions, and safety features.
✓ Pydantic schemas for lithium battery defined
3. Helper Functions
✓ Helper functions defined
4. File Setup
Verify that the required files exist.
✓ Found PDF: lithium_iron_cell_datasheet.pdf ✓ Found requirements: battery_requirements.txt
5. Extract Structured Data with Document Annotations
This is the key feature of this cookbook. We use Mistral OCR's document_annotation_format parameter to extract structured battery specifications directly from the PDF in a single API call.
How it works:
- The PDF is encoded to base64
- Mistral OCR processes the document
- The
document_annotation_formatparameter tells the OCR to extract data matching our comprehensive battery schema - We get back structured data including capacity, voltage, current, temperatures, dimensions, and safety specs
Benefits:
- ✅ Single API call (no separate LLM call needed)
- ✅ Direct schema extraction during OCR
- ✅ More accurate (extraction happens with full document context)
- ✅ Captures complex nested specifications
- ✅ Safety-critical validation
Note:
Document annotations are limited to 8 pages. For larger documents, split them into chunks.
📄 Extracting structured data from battery datasheet... Processing: lithium_iron_cell_datasheet.pdf ✓ PDF encoded to base64 🔍 Running Mistral OCR with document annotations... ✓ OCR completed - 8 pages processed ✓ Structured data extracted successfully
============================================================
🔋 EXTRACTED BATTERY SPECIFICATIONS
============================================================
{
"specs": [
{
"model_name": "INR18650-2500A",
"product_type": "Lithium-ion Cell Battery",
"capacity": {
"normal_capacity": 2500.0,
"minimum_capacity": 2450.0,
"unit": "mAh"
},
"voltage": {
"nominal_voltage": 3.7,
"charge_voltage": 4.2,
"discharge_cutoff_voltage": 2.75
},
"current": {
"standard_charge_current": 500.0,
"maximum_charge_current": 1250.0,
"standard_discharge_current": 500.0,
"maximum_discharge_current": 2500.0,
"max_instantaneous_discharge": 5000.0
},
"internal_impedance": "<=60 m\u03a9 (with PCB)",
"dimensions": {
"height": 65.0,
"diameter": 18.1,
"weight": 50.0
},
"cycle_life": 300,
"operating_temperatures": [
{
"min_temp": 0.0,
"max_temp": 45.0,
"condition": "Charge"
},
{
"min_temp": -10.0,
"max_temp": 60.0,
"condition": "Discharge"
}
],
"storage_temperatures": [
{
"min_temp": -5.0,
"max_temp": 45.0,
"condition": "Storage (\u2264 1 month)"
},
{
"min_temp": 0.0,
"max_temp": 45.0,
"condition": "Storage (\u2264 6 months)"
}
],
"performance_tests": [
{
"test_name": "Discharge Performance",
"criteria": "\u2265294min.",
"result": "After the battery is standardly charged, set it aside for 0.5h - 1h at an ambient temperature of 23\u2103\u00b12\u2103, and then discharge to the cut-off voltage with a current of 0.2C."
},
{
"test_name": "High Temperature Performance",
"criteria": "\u22655h",
"result": "After the battery is standardly charged and stored in an ambient temperature of 55\u2103\u00b12\u2103 for 2h and then discharge to the cut-off voltage with a current of 0.2C."
},
{
"test_name": "Low Temperature Performance",
"criteria": "\u22653h",
"result": "After the battery is standardly charged and stored in an ambient temperature of -10\u2103\u00b12\u2103 for 5h and then discharge to the cut-off voltage with a current of 0.2C."
},
{
"test_name": "Capacity Retention",
"criteria": "Retention: 85%C-Ah",
"result": "After the battery is standardly charged and stored in an ambient temperature of 23\u2103\u00b12\u2103 for 28 days, discharge to the cut-off voltage with a current of 0.2C."
},
{
"test_name": "Cycle Life (25\u2103)",
"criteria": "Cycle life \u2265 300 cycles",
"result": "First charge with a constant current of 0.5C to 4.20V and a constant voltage of 4.20V until the charge current is less than or equal to 0.01C. Leave it aside for 10 minutes. Then discharge to 2.75V with a current of 0.5C - leave it aside for another 10 minutes. Repeat above steps until the discharge capacity is higher than 80% of the initial capacities of the cells."
}
],
"certifications": [
"ECCN: EAR99",
"USHTS: 8507600020"
],
"manufacturer": "Shenzhen Hondark Electronics Co., Ltd.",
"distributor": "TinyCircuits",
"warnings": [
"Do not immerse the pack in water, seawater, or other liquids.",
"Do not use, or leave the battery near heat sources such as a fire or heater.",
"Do not use or store the battery where it is exposed to an extremely hot environment, such as in a car under direct sunlight or on a hot day.",
"Do not place the battery in a microwave oven or pressurized container.",
"Do not use the battery in a location where static electricity or magnetic fields are great, otherwise, the safety devices in the pack may be damaged, which may cause unsafe risks.",
"Keep the batteries out of the reach of young children. If a child somehow swallows a battery, seek medical attention immediately.",
"Use the battery only under the environmental conditions mentioned in this document.",
"The flexible packaging encasing the battery cells is vulnerable to sharp objects that could puncture or damage the integrity of the casing.",
"Do not transport or store the battery together with metal objects such as keys, necklaces etc.",
"Do not strike at pack with any sharp objects.",
"Do not strike the battery with any sharp-edged parts.",
"Trim nails or wear gloves before handling batteries.",
"Clean worktable where battery is used to avoid any sharp objects.",
"If the pack leaks and gets into the eyes, do not rub eyes. Instead, rinse the eyes with clean running water, and immediately seek medical attention.",
"If the battery leaks and gets on your skin or clothing, immediately rinse the affected area with clean running water.",
"Pay attention to the use of insulation structures between the battery core, as well as between the battery core and electrical appliances.",
"If the battery leaks or emits an odor, immediately remove it from the proximity of any exposed flame.",
"Do not use the battery in combination with batteries of different capacity, type, or brand.",
"Do not attempt to disassemble or modify the battery in any way.",
"Do not use any chargers other than those recommended for Lithium-ion Polymer batteries.",
"Do not reverse the positive (+) and negative (-) terminals.",
"Do not connect the pack to an electrical outlet, such as wall outlets or car cigarette-lighter sockets.",
"Do not directly solder the pack or battery terminals.",
"If the pack emits an odor, generates heat, becomes discolored or deformed, or any abnormal phenomenon occurs during charging, recharging or storage, immediately remove the battery from the charger or device, and stop use.",
"If the case pack terminals are dirty, clean the terminals with a dry cloth before use.",
"Be aware that discharged battery may cause fire or smoke; tape the terminals with insulating paper to insulate them.",
"For directions on battery installation and removal, read the instruction manual that accompanies the equipment in which the battery will be used.",
"If a device is not used for an extended period, the battery should be removed and stored in a cool, dry place."
]
}
]
}
6. Generate Comparison Report
Now that we have structured battery data, we use Mistral LLM to compare it against design requirements and generate a detailed safety and performance report.
📋 Loading battery design requirements... ✓ Requirements loaded from battery_requirements.txt Design Requirements: Lithium-Ion Battery Design Requirements: Capacity: - Normal Capacity: ≥ 2400 mAh - Minimum Capacity: ≥ 2350 mAh Voltage: - Nominal Voltage: 3.6V - 3.7V - Charge Voltage: ≤ 4.2V - Discharge Cut-off Voltage: ≥ 2.75V Current: - Standard Charge Current: ≤ 1250 mA (0.5C) - Maximum Charge Current: ≤ 2500 mA (1C) - Standard Discharge Current: ≥ 500 mA - Maximum Continuous Discharge: ≥ 5000 mA (2C) Physical: - Diameter: 18mm ± 0.5mm (18650 standard) - Height: 65mm ± 1mm - Weight: ≤ 50g Performance: - Cycle Life: ≥ 500 cycles (at 80% capacity retention) - Internal Impedance: ≤ 50mΩ Operating Conditions: - Charge Temperature: 0°C to 45°C - Discharge Temperature: -20°C to 60°C - Storage Temperature: -20°C to 45°C Safety: - Must include over-charge protection - Must include over-discharge protection - Must include short-circuit protection - Must meet UN38.3 or IEC62133 certification Quality: - Must be manufactured by certified facility - Must pass all standard performance tests
📊 Generating detailed technical report with Mistral LLM... ✓ Technical report generated successfully
7. Display Results
================================================================================ 📋 BATTERY TECHNICAL EVALUATION REPORT ================================================================================ # **BATTERY VALIDATION REPORT** **Model:** INR18650-2500A **Date:** [Insert Date] **Prepared by:** [Your Name/Organization] **Document ID:** [Insert Document ID] --- ## **1. EXECUTIVE SUMMARY** The **INR18650-2500A** lithium-ion battery, manufactured by **Shenzhen Hondark Electronics Co., Ltd.** and distributed by **TinyCircuits**, was evaluated against predefined design requirements for capacity, voltage, current, physical dimensions, performance, operating conditions, safety, and quality. The battery demonstrates **partial compliance** with key specifications, excelling in capacity, voltage, and current handling but falling short in **cycle life, internal impedance, discharge temperature range, and safety certifications**. The **normal capacity (2500 mAh)** and **minimum capacity (2450 mAh)** exceed requirements, and the **voltage characteristics (3.7V nominal, 4.2V charge, 2.75V cutoff)** align perfectly with design constraints. However, the **cycle life (300 cycles at 80% retention)** is **40% below the 500-cycle requirement**, and the **internal impedance (≤60 mΩ)** exceeds the **≤50 mΩ** threshold. Additionally, the **discharge temperature range (-10°C to 60°C)** does not meet the **-20°C minimum**, and **critical safety certifications (UN38.3/IEC62133) are missing**, raising compliance risks. **Final Recommendation:** **CONDITIONAL APPROVAL**—subject to: 1. **Verification of UN38.3/IEC62133 certification** (mandatory for safety compliance). 2. **Thermal performance validation** at **-20°C discharge** (if required by application). 3. **Cycle life testing** to confirm real-world degradation trends (if 300 cycles are acceptable for the use case). 4. **Impedance measurement confirmation** (≤50 mΩ without PCB, if applicable). If these conditions cannot be met, **rejection is recommended** due to safety and performance deficiencies. --- ## **2. BATTERY IDENTIFICATION** | **Parameter** | **Value** | |----------------------|------------------------------------| | **Model Number** | INR18650-2500A | | **Manufacturer** | Shenzhen Hondark Electronics Co., Ltd. | | **Product Type** | Lithium-ion Cell Battery (INR chemistry) | | **Distributor** | TinyCircuits | | **Chemistry** | Lithium-ion (INR – Lithium Nickel Manganese Cobalt Oxide) | --- ## **3. SPECIFICATION ANALYSIS** ### **3.1 Capacity Analysis** | **Requirement** | **Specified Value** | **Battery Value** | **Compliance** | **Remarks** | |----------------------|---------------------|-------------------|----------------|----------------------------------| | Normal Capacity | ≥ 2400 mAh | 2500 mAh | **PASS** | Exceeds by **4.2%** | | Minimum Capacity | ≥ 2350 mAh | 2450 mAh | **PASS** | Exceeds by **4.3%** | **Analysis:** The battery **exceeds capacity requirements**, providing a **4.2% buffer** over the normal capacity and **4.3% over the minimum**. This ensures robust energy storage and potential for longer runtime in applications. --- ### **3.2 Voltage Characteristics** | **Requirement** | **Specified Value** | **Battery Value** | **Compliance** | **Remarks** | |----------------------|---------------------|-------------------|----------------|----------------------------------| | Nominal Voltage | 3.6V – 3.7V | 3.7V | **PASS** | Within range | | Charge Voltage | ≤ 4.2V | 4.2V | **PASS** | At maximum limit | | Discharge Cut-off | ≥ 2.75V | 2.75V | **PASS** | At minimum limit | **Analysis:** Voltage specifications **fully comply** with requirements. The **4.2V charge voltage** is at the **upper safety limit**, which is standard for lithium-ion cells but requires precise **charge control** to prevent overvoltage. The **2.75V cutoff** is acceptable but may reduce cycle life if deep discharges are frequent. --- ### **3.3 Current Capabilities** | **Requirement** | **Specified Value** | **Battery Value** | **Compliance** | **Remarks** | |------------------------------|---------------------|-------------------|----------------|----------------------------------| | Standard Charge Current | ≤ 1250 mA (0.5C) | 500 mA (0.2C) | **PASS** | Below limit (conservative) | | Maximum Charge Current | ≤ 2500 mA (1C) | 1250 mA (0.5C) | **PASS** | Below limit (safe for longevity)| | Standard Discharge Current | ≥ 500 mA | 500 mA | **PASS** | Meets minimum | | Max Continuous Discharge | ≥ 5000 mA (2C) | 2500 mA (1C) | **FAIL** | **50% below requirement** | | Max Instantaneous Discharge | — | 5000 mA (2C) | **N/A** | Not specified in requirements | **Analysis:** - **Charge currents** are **conservative**, which may **extend battery life** but could limit fast-charging applications. - **Standard discharge (500 mA)** meets the minimum, but the **maximum continuous discharge (2500 mA)** is **only 50% of the required 5000 mA (2C)**. This is a **critical limitation** for high-power applications. - The **instantaneous discharge (5000 mA)** suggests the battery **can briefly handle 2C**, but **sustained 2C operation is not supported**, risking overheating or voltage sag. --- ### **3.4 Physical Specifications** | **Requirement** | **Specified Value** | **Battery Value** | **Compliance** | **Remarks** | |----------------------|---------------------|-------------------|----------------|----------------------------------| | Diameter | 18mm ± 0.5mm | 18.1mm | **PASS** | Within tolerance (+0.1mm) | | Height | 65mm ± 1mm | 65.0mm | **PASS** | Exact match | | Weight | ≤ 50g | 50g | **PASS** | At maximum limit | **Analysis:** The battery **fully complies** with **18650 mechanical standards**, ensuring compatibility with standard battery holders and thermal management systems. The **weight at the 50g limit** suggests optimized energy density. --- ### **3.5 Performance Characteristics** | **Requirement** | **Specified Value** | **Battery Value** | **Compliance** | **Remarks** | |----------------------|---------------------|-------------------|----------------|----------------------------------| | Cycle Life | ≥ 500 cycles (80%) | 300 cycles (80%) | **FAIL** | **40% below requirement** | | Internal Impedance | ≤ 50 mΩ | ≤ 60 mΩ (with PCB)| **FAIL** | **20% above limit** | **Analysis:** - **Cycle life (300 cycles)** is a **major deficiency**, indicating **premature degradation** compared to the **500-cycle requirement**. This may lead to **higher replacement costs** in long-term applications. - **Internal impedance (≤60 mΩ)** exceeds the **≤50 mΩ limit**, which could result in: - **Higher voltage drop under load** (reduced efficiency). - **Increased heat generation** (thermal management challenges). - **Reduced power delivery capability** (especially at high discharge rates). **Note:** The impedance specification includes a **Protection Circuit Board (PCB)**, which may add ~5–10 mΩ. If the **bare cell impedance is ≤50 mΩ**, this could be acceptable, but **confirmation is required**. --- ### **3.6 Operating Conditions** | **Condition** | **Requirement** | **Battery Value** | **Compliance** | **Remarks** | |----------------------|---------------------|-------------------|----------------|----------------------------------| | **Charge Temp.** | 0°C – 45°C | 0°C – 45°C | **PASS** | Exact match | | **Discharge Temp.** | -20°C – 60°C | -10°C – 60°C | **FAIL** | **10°C shortfall at low end** | | **Storage Temp.** | -20°C – 45°C | -5°C – 45°C (≤1mo)| **FAIL** | **15°C shortfall for short-term**| | | | 0°C – 45°C (≤6mo) | **FAIL** | **20°C shortfall for long-term**| **Analysis:** - **Discharge temperature range (-10°C to 60°C)** does **not meet the -20°C requirement**, limiting use in **cold environments** (e.g., outdoor electronics, automotive). - **Storage temperature limitations** (-5°C min for ≤1 month, 0°C for ≤6 months) are **restrictive** compared to the **-20°C requirement**, requiring **controlled storage conditions**. **Risk:** Operation or storage below **-10°C** may lead to: - **Reduced capacity** (lithium plating risk). - **Permanent damage** (electrolyte freezing). - **Safety hazards** (internal short circuits). --- ## **4. SAFETY EVALUATION** | **Requirement** | **Battery Compliance** | **Remarks** | |------------------------------|------------------------|----------------------------------| | Over-charge Protection | **Claimed (PCB)** | No explicit test data provided | | Over-discharge Protection | **Claimed (PCB)** | No explicit test data provided | | Short-circuit Protection | **Claimed (PCB)** | No explicit test data provided | | UN38.3 Certification | **Not Listed** | **Critical missing certification** | | IEC62133 Certification | **Not Listed** | **Critical missing certification** | **Analysis:** - The battery **lacks documented UN38.3/IEC62133 certifications**, which are **mandatory for transportation and market compliance** (e.g., air shipment, CE marking). - **Protection features (over-charge, over-discharge, short-circuit)** are **claimed but not verified**—no test reports or circuit details are provided. - **Warning labels** are comprehensive but **do not substitute for formal safety testing**. **Recommendation:** - **Obtain UN38.3/IEC62133 test reports** before approval. - **Request PCB protection specifications** (e.g., cutoff voltages, response time). --- ## **5. QUALITY ASSESSMENT** | **Parameter** | **Requirement** | **Battery Status** | **Remarks** | |------------------------------|-----------------------|--------------------|----------------------------------| | Certified Manufacturing | ISO/TS-certified | **Not Verified** | Manufacturer not listed as certified | | Performance Test Results | Must pass all tests | **Partial Data** | Some tests lack quantitative results | **Analysis:** - **Manufacturer (Shenzhen Hondark Electronics)** is **not explicitly stated as ISO/TS-certified**, raising **quality control concerns**. - **Performance tests** are **partially documented**: - **Discharge performance (≥294 min at 0.2C)** is acceptable. - **High-temperature performance (≥5h at 55°C)** is sufficient. - **Low-temperature performance (≥3h at -10°C)** is **marginal** (vs. -20°C requirement). - **Capacity retention (85% after 28 days)** is **good** but not exceptional. - **Cycle life test (300 cycles)** confirms the **shortened lifespan**. **Recommendation:** - **Request ISO 9001/TS 16949 certification** from the manufacturer. - **Obtain full test reports** for all claimed performance metrics. --- ## **6. RISK ASSESSMENT** ### **6.1 Critical Risks** | **Risk** | **Impact** | **Mitigation Strategy** | |------------------------------|-----------------------|----------------------------------| | **Missing UN38.3/IEC62133** | Legal/transport issues| Obtain certifications before shipment | | **Insufficient cycle life** | High replacement cost | Evaluate if 300 cycles are acceptable for the application | | **High impedance** | Reduced efficiency | Confirm bare cell impedance ≤50 mΩ | | **Limited low-temp discharge**| Cold-weather failure | Test at -20°C or use heating elements | | **Unverified protection PCB**| Safety failure | Request PCB specifications and test data | ### **6.2 Operational Limitations** - **Not suitable for high-drain applications** (max continuous discharge = 1C vs. required 2C). - **Requires temperature-controlled storage** (cannot be stored below 0°C long-term). - **May not meet long-term reliability expectations** (300 vs. 500 cycles). --- ## **7. FINAL RECOMMENDATION** **Status:** **CONDITIONAL APPROVAL** **Conditions for Approval:** 1. **Safety Certification:** - Provide **UN38.3 and IEC62133 test reports** (non-negotiable for compliance). 2. **Thermal Performance:** - If **-20°C discharge is required**, conduct **low-temperature validation testing**. 3. **Cycle Life Acceptance:** - If **300 cycles are acceptable** for the application, document justification. 4. **Impedance Clarification:** - Confirm **bare cell impedance ≤50 mΩ** (exclude PCB contribution). 5. **Current Limitations:** - If **2C continuous discharge is critical**, select an alternative battery. **If conditions cannot be met:** **REJECT** due to **safety, performance, and compliance risks**. **Alternative Recommendations:** - For **higher discharge current**: Consider **Samsung INR18650-25R (20A continuous)**. - For **better cycle life**: Consider **Panasonic NCR18650B (500+ cycles)**. - For **low-temperature operation**: Consider **LG INR18650 MJ1 (-20°C rated)**. --- **Approved by:** [Name/Title] **Date:** [Insert Date] **Revision:** 1.0
8. Export Results
Save the complete battery analysis to a JSON file for future reference and compliance records.
💾 Complete analysis saved to: battery_analysis_results.json 📄 Technical report saved to: battery_technical_report.md
Conclusion
What We Built:
This cookbook demonstrated a production-ready workflow for analyzing lithium battery datasheets using pure Mistral AI capabilities:
- ✅ Comprehensive Data Extraction - Capacity, voltage, current, temperature, dimensions, safety specs
- ✅ Safety-Focused Validation - Protection features, certifications, operating limits
- ✅ Automated Compliance - Compare against industry standards and design requirements
- ✅ Detailed Reporting - Pass/fail analysis for each specification category
Key Advantages:
- Document AI for extraction (no separate OCR/ LLM processing needed)
- Comprehensive schema covering all critical battery specifications
- Safety-critical validation for charge/discharge limits and temperature ranges
Technology Stack:
- Mistral OCR (
mistral-ocr-latest) with document annotations - Mistral Large (
mistral-medium-latest) for comparison reports - Pydantic for comprehensive schema validation
Use Cases:
This workflow is perfect for:
- Battery procurement - Validate vendor specifications
- Quality control - Ensure compliance with design requirements
- Safety validation - Check protection features and operating limits
- Product development - Compare multiple battery options
- Compliance reporting - Generate validation records
Extending This Cookbook:
You can easily adapt this workflow for:
- Other electronic components (capacitors, resistors, ICs)
- Different battery chemistries (LiFePO4, NiMH, etc.)
- Resumes matching with Job description.
Limitations:
- Document annotations are limited to 8 pages
- For larger documents, split them into chunks and process separately