SOPGen
Purpose-Built Statements
Status: SOPGen was commissioned as a standalone product for a Higher Education recruitment client. The client withdrew from the project due to funding constraints before the product was launched. Statement of Purpose generation is available as a document type within CV as a Service.
Background
SOPGen was commissioned by a Higher Education recruitment startup to provide a dedicated Statement of Purpose generation tool for students applying to university and graduate programmes. The brief called for a standalone product, separate from CVaaS, that could be embedded in the client's recruitment platform.
The client subsequently withdrew from the project due to a funding withdrawal. A React + Vite scaffold was created but product-specific development was not completed.
The Problem
Statements of purpose are a critical component of university and graduate programme applications. Applicants typically receive limited guidance on what a strong statement looks like. Generic AI tools produce output that does not reflect the applicant's actual profile or demonstrate programme-specific understanding; this can be actively harmful if submitted to admissions committees that are alert to AI-generated writing patterns.
Intended Approach
SOPGen was to be built on the same structured-workflow model as CVaaS: guided profile collection, programme-specific context synthesis, AI-assisted generation, and iterative refinement. The standalone product would have been tailored to the conventions and expectations of Higher Education admissions, distinct from job application documents.
The planned stack was React + Vite + Tailwind CSS for the frontend, consistent with the client's existing platform architecture.
SOP Generation in CVaaS
Statement of Purpose generation is available as a document type within CV as a Service, where it costs 10 credits to generate. This is the highest credit cost of any document type on the platform, reflecting the depth of personalisation involved.
Statement of Purpose
Available in CVaaS
Outcome
The standalone product never got built out; the capability stayed inside CVaaS instead. What the engagement proved was that Sataklela can scope and deliver domain-specific AI document tools to a client's spec, for Higher Education specifically, and that a credit-based platform flexible enough to absorb a new document type beats spinning up a separate product for it.