Cut coding-agent cost
Compare observed attempt cost per accepted-task equivalent, then keep steering, retries, CI repair, reviewer correction, and rework as explicit coverage fields.
A cheaper route, a new harness, or wider tool access can help while quietly moving the bill into engineer time, failed checks, and cleanup. Fullbeam puts the exact candidate through private repository work before it becomes a shared default.
Each result stays tied to the Stack Release, workload, repository state, and coverage that produced it. If evidence is missing, the gap remains visible in the release call.
Compare observed attempt cost per accepted-task equivalent, then keep steering, retries, CI repair, reviewer correction, and rework as explicit coverage fields.
Compare complete Stack Releases on the repositories and workload classes they will touch, from routine maintenance to authentication and migrations.
Find the task classes where a cheaper model holds up, where a frontier model still earns its price, and where the sample is too small to make the call.
Treat new tools, broader permissions, subagents, longer sessions, and automatic retries as release changes. The blast radius moves too.
Use public scores for the shortlist, then compare the vendor's complete product on your repositories, review standards, and real multi-step work.
Turn scattered instructions, skills, MCP tools, permissions, and workflows into versioned defaults that can be qualified before teams inherit them.
Compare accepted-task economics and keep missing engineering-effort coverage visible.
Read the pageCompare two complete coding-agent systems on work they will face.
Read the pagePut a private release gate in front of shared coding-agent defaults.
Read the pageCompare model routes and orchestration as one versioned system.
Read the pageRead cost, quality, and evidence coverage by workload.
Read the pageInspect the evidence boundary and make missing coverage visible.
Read the pageCost migration creates the first funded decision, and every later model, harness, tool, permission, routing, or workflow change creates another release that has to earn its place.