endorsedCompleted

LLM Pipeline & API Development for Legal Tech Firm

Services Covered:

AI and Machine Learning • API Development • Website Development

Industry

Legal

Duration

4 months

Budget

10K - 49K

Start Date

1 December 2024

Team Size

1-5 Employees

Engagement Model

Onshore

Project Capability Score (PCS)

79/100

Good

Project Capability Score (PCS) estimates how capable Ahex Technologies is of successfully delivering a project like this, based on its past experience, track record, and ability to handle similar work. Learn more about PCS

Client

Confidential

Noida, India

Project Summary

Ahex Technologies built an LLM-based pipeline to extract and summarize data from a large corpus of Indian court documents, designed a Postgres RDMS, and integrated the outputs with the client’s front-end website. The vendor established weekly communication (calls, shared Excel sheets, WhatsApp) and delivered the agreed key deliverables within the stipulated timeline despite some unexpected challenges. The client highlighted the team's professionalism, transparency, and a strong cultural fit.

Key Challenges

Build an LLM pipeline for extraction and summarization
Design databases for storing extracted/summarized data
Integrate extraction results with the front-end website

Project Deliverables

LLM pipeline for extraction and summarization
Postgres (RDMS) database design and integration
Extraction validation mechanisms to reduce hallucinations
Vector similarity search for finding similar court cases
Front-end website integration

Project Solution

The vendor developed an LLM pipeline to extract and summarize information from a large corpus of court documents, implemented extraction-validation mechanisms to minimize hallucinations, stored processed data in a Postgres RDMS, and created a vector similarity search to find related cases. They integrated these systems with the client’s front-end website and delivered the work via a small (2–5 person) team.

Project Outcome

Confidence in the team increased after successful small proof work and knowledgeable lead interactions
Key deliverables were delivered within the stipulated timeline (excluding unexpected challenges)
Improved communication and transparency via weekly calls, shared progress sheets, and WhatsApp group

Platforms

Tech Stack

PostgreSQL

Client Endorsement

Overall Review Rating

4.75

Timeliness

Cost Rating

Willing to Refer

Quality of Deliverables

“Ahex Technologies delivered the project within the agreed-upon timeline, despite some unexpected challenges. The team communicated effectively through weekly calls, Excel sheets, and WhatsApp. Their commitment, professionalism, and transparency have stood out in the partnership.”
Anonymous
Founder & CEO, Legal Tech Solutions Firm at Confidential
Date: 05/24/2025