Economic Calendar
Ingests scheduled releases with expected vs actual.
We build AI news and event trading bots that parse the economic calendar, headlines, and releases with an LLM, then react with pre-defined risk rules - for the moments when price moves on information, not just charts.
Agreed scope · Reviewable milestones · Documented handover

Economic calendar
LLM headline parsing
Latency-aware
Hard risk rules
Markets move hardest on news, and that is exactly where a rules-only bot is blind. An AI news trading bot ingests the economic calendar and live headlines, uses an LLM to interpret surprise versus expectation and gauge direction, then acts through hard risk rules - spread guards, slippage limits, and event blackouts. It is built latency-aware, because on news, timing is everything. Distinct from social sentiment: this is event-driven, structured-release trading.
Ingests scheduled releases with expected vs actual.
Reads surprise, tone, and likely direction from the release.
Spread, slippage, and blackout protection built in.
Built for speed - on news, timing decides everything.
Tested against historical releases, not just candles.
Trade only the events and instruments you choose.
Our AI news trading bot service targets the moments price moves on information - reacting to the economic calendar and live headlines with an LLM that reads surprise versus expectation.
It is event-driven and latency-aware, because on a release timing decides the trade - and it acts only through hard risk rules.
We build spread, slippage, and blackout guards first, then test against historical events, not just candles.
Distinct from social sentiment, this is structured-release trading - built safely, fully owned by you.
We agree the requirements and review working milestones together. The process below is adapted to the systems, testing and operating needs of your project.
We define which events and instruments to trade and how the AI should interpret a release.
News trading is volatile - we build spread, slippage, and blackout guards first.
We build the calendar + headline pipeline, wire LLM interpretation, and test against historical events.
We run it live on demo across real releases, tune, then deploy.
Share the workflow you want to improve, the platforms you use and any existing code or examples. We’ll work through the requirements, dependencies and acceptance checks with you before proposing a build.
Each custom project is quoted individually. Hosting, external services and ongoing maintenance are made clear in the agreed scope.
Talk through your requirementsAnswers to the questions that help define your project.
A sentiment tool reads the mood of social and news over time. This bot is event-driven: it reacts to specific scheduled releases and breaking headlines, interpreting surprise versus expectation in the moment.
Very - spreads widen and slippage spikes. That is why we build spread, slippage, and blackout guards before any entry logic.
NFP, CPI, rate decisions, earnings, and any calendar event you choose, across the instruments you specify.
Always, before any strategy details are shared.
We review your requirements, integrations and delivery scope before preparing a project-specific quote. The proposal sets out the work, milestones and any ongoing costs. Changes are discussed and agreed before additional work begins.
Engineers who respect how brutal news volatility is.
Guards first, entries second - safety by design.
Full source-code ownership, docs, and 30-day support.
Transparent process and a 5.0-star Upwork record.
We pick the events and instruments, build volatility guards first, wire the calendar and LLM interpretation, backtest against historical releases, run live on demo, then deploy.
Tell us what you need from ai news & event trading bot. We’ll work through the scope and next steps together.