Injection-safe by design
Facts the model reads from a chat, an image or a retrieved document never auto-write to your profile; they queue as confirm/reject suggestions, so a hidden instruction can't quietly poison every future answer.
Harvora Intelligence™
Grounding before generation
Every AI-generated report, briefing, insight and answer runs the same five-step discipline. Hallucinated figures aren't rare; they're architecturally impossible.
Every relevant prediction, observation and dollar figure (including actual costs available when a read-only Xero connection is authorised and freshly synced) is retrieved from your blocks' database first.
Assembled into a structured context bundle. The AI only ever sees verified figures.
The model synthesises and narrates. It never computes a number on its own.
Output is parsed against a strict schema before a grower ever sees it.
If validation fails, a deterministic structured display ships instead. No malformed AI output, ever.
While you sleep

The showpiece
Ask anything about your operation and get an answer grounded in your blocks, your history, your numbers, right down to actual costs available when a read-only Xero connection is authorised and freshly synced. Under the hood it's a bounded agentic loop, powerful enough to run what-if scenarios, disciplined enough to never act without you.

Every critical answer carries typed prediction identity, model version and a validity window. Related calendar evidence is reconciled as current, superseded, expired or unresolved before the agent responds.
A bounded agent loop over read tools, a scenario runner and tiered action tools: hard budgets, one repair retry, deterministic fallback.
Hybrid full-text + vector search over your own records, rank-fused, isolated to your orchard in SQL. Citations shown.
High-stakes questions are answered three times independently and you get the consensus; if the runs disagree, that disagreement is flagged to you rather than hidden.
Hands-free in the orchard: questions spoken, answers streamed back sentence by sentence.
External agents can read and propose through a consent-gated endpoint. They can never execute a write.
AI alert digests

Season over season
Hardened for the field
An end-to-end adversarial audit hardened every reliability edge of the AI layer, the part that keeps it trustworthy under load, bad input and provider failure. Each item below shipped with tests, and the model-facing ones with a passing evaluation.
Facts the model reads from a chat, an image or a retrieved document never auto-write to your profile; they queue as confirm/reject suggestions, so a hidden instruction can't quietly poison every future answer.
A truncated or malformed generation says so and degrades cleanly, instead of stopping mid-sentence or masquerading as an outage.
High-stakes answers are generated multiple times and the response you see is the one the runs agree on, judged by what the answers mean, not how they're worded.
A rolling per-orchard cost budget covers even the agent stream and block ask; context and tool results are capped, with an explicit “trimmed” note rather than a silent drop.
Provider retries preserve useful coverage, partial recovery stays visible as recovering, and optional unconfigured services are kept distinct from genuine degradation.
Harvora's AI suggests, schedules, and generates, but nothing writes to your operation without your explicit confirmation. Human judgment stays exactly where it belongs.