Your AI budget is fixed. Your mandate is to ship more.
Brief gets your agents to build the right thing the first time, so the same token budget ships more shipped-right work instead of wandering and rework.
An agent spends a day rebuilding a service your team shipped three weeks ago. It never knew the service existed. You paid for those tokens twice.
The architecture call was made in a thread last month. The agent never saw it, built against it, and now a "finished" feature is a rewrite.
Two agents, two teammates, one surface. Both report done. Neither is aligned. The merge becomes a third project nobody budgeted for.
Agents make assumptions when they can't see your product. Without the decisions, constraints, and priorities your team already settled, they wander the codebase, guess, and get reworked three to five times before a feature is right.
Brief feeds that context up front, over MCP, before the agent writes a line. Fewer assumptions, fewer cycles. The same token budget spent deliberately instead of spent wandering.
In our benchmark, total token consumption was nearly identical with and without Brief, under 1% difference. The win isn't spending less. It's where the tokens go. Cost per correct decision also dropped 36% ($0.22 to $0.14).
cost per merge-ready task, from $2.07 to $0.66. The headline return on invested tokens: you pay for the work that actually ships.
merge-ready tasks with Brief, versus 2 of 8 without product context. Same budget, four times the shippable output.
agent decision compliance with product context, up from 46% with the codebase alone. Your agents follow the calls your team already made.
When agents build the right thing the first time, the rework loop collapses. Without product context, a feature can take four cycles over two weeks: build, rework, rework again, then merge. With Brief it builds aligned and merge-ready the first time, one cycle in three days.
That time doesn't just add up. It compounds, because every feature that ships clean frees the budget for the next one.
The faster your agents build, the more that judgment matters: what to build, why, and what’s already been decided. Hire a product manager for every engineer to supply it, or give every agent Brief.
Brief captures your team's decisions, constraints, and priorities from the tools you already use, then serves them to your agents over MCP before they write a line. The agent builds against what's actually been decided and what matters most right now, instead of guessing and getting reworked.
No, and that's the point. In our benchmark, total token consumption was nearly identical with and without Brief, under 1% difference. What changes is where the tokens go. With product context, agents spend the same budget building merge-ready work instead of wandering the codebase and getting reworked.
In our benchmark, product context cut cost per merge-ready task by 68% ($2.07 to $0.66), took merge-ready tasks from 2 of 8 to 8 of 8, and raised agent decision compliance from 46% to 95%. Same budget, more shipped-right work.
No. Brief feeds context to your agents proactively over MCP. Your engineers keep working in Cursor, Claude Code, Windsurf, or the CLI. The buyer is the leader who owns the budget; the user is the IC who never has to upload their brain.
A controlled benchmark ran the same coding agent on the same tasks, with and without Brief's product context. With context, cost per merge-ready task dropped 68% ($2.07 to $0.66), merge-ready tasks went from 2 of 8 to 8 of 8, and decision compliance rose from 46% to 95%, with total token consumption within 1%. Full methodology is in the benchmark paper.
Brief gets your agents to build the right thing the first time. Same budget, more merge-ready work, cycle times that compound.