Photorealistic studio-grade renders for VIN lookup results

A VIN-lookup site found the delivered front three-quarter render below the photorealism they need, compared with a studio-style reference image produced by another AI generation pipeline. Requested: photorealistic quality (studio lighting, crisp detail, natural ground shadow) and a pre-rendered front three-quarter catalog so lookups never wait on generation.