GEO GUIDES
Practical GEO guides
Turn the experience you already have into bios for different occasions: short, medium, and long, in first and third person. No invented titles, companies, degrees, works, awards, or years; gaps stay as placeholders. The guides in this section are free to read, with no expiry.
Writing a Bio: Make Your Claims Checkable
The most common bio failure is adjective stacking and duty listing. A three-part structure (what you do now, why you are credible, what is next), verifiable wording, and three lengths cut from one source.
Methodology source: Aggarwal et al., GEO: Generative Engine Optimization (KDD 2024, arXiv:2311.09735) — evidence and cited sources work, keyword stuffing is negative; benchmark results vary by content, no outcome promises.