For memoryless discrete-time sources and bounded single-letter distortion measures, we derive a bound on the average per-letter distortion achievable by a trellis source code of fixed constraint length. For any fixed code rate greater than

, the rate-distortion function at

, this bound decreases toward

exponentially with constraint length.