@devin-walker--004
Years in this space
I've evaluated a lot of these over the years. What stands out here is multiple naming styles and variations — handled better than most — and easy to use with minimal input. Worth the time if this is your use case.
Solid for our team
We rolled this out across the team last quarter and support is responsive. The integrations fits neatly into how we already work, and the API removed a step we used to do by hand. but it has held up under daily use.
ב UFO
May 20, 2026Use it every day
Honestly didn't expect to like it this much. Integration with LLM providers is exactly what I needed, and open source and extensible. I do wish reliability varies with complex UIs, but I reach for it almost every day now and it just clicks.
Use it every day
Honestly didn't expect to like it this much. Collaboration features for bid teams is exactly what I needed, and helps enforce tone, style, and compliance. I do wish best value for teams with high bid volume, but I reach for it almost every day now and it just clicks.
Solid for our team
We rolled this out across the team last quarter and works with multiple top-tier LLM providers. Native GPT-4, Claude 3.5, and DeepSeek support fits neatly into how we already work, and native GPT-4, Claude 3.5, and DeepSeek support removed a step we used to do by hand. LLM API costs can add up at scale, which is the main caveat, but it has held up under daily use.
Years in this space
I've evaluated a lot of these over the years. What stands out here is session recap tools — handled better than most — and helps maintain campaign continuity. Worth the time if this is your use case.