What we build
Workflows that hold up in production — not just in the demo.
Each capability is a production discipline — not a feature checkbox. Triggered by real events, reasoning at every branch, observable at every step, and safe to leave running overnight.
Trigger-driven, not schedule-driven
Workflows fire the moment a real-world event lands — webhook, email, ticket, file drop, CRM stage change. No 'run every 15 minutes' polling that misses the spike and processes a stale queue.
Reasoning at every branch point
Where a Zap would need a hard-coded rule, our workflows call a model to make the call — pricing-band routing, escalation logic, tone-aware reply selection. Reasoning shows up where if-this-then-that breaks down.
Tool calls into your real systems
Workflows read deal records, customer accounts, inventory, calendars, and warehouses through real APIs — and write back updates. Not screen-scraping. Not flat-file exports. Live state, in and out.
Confidence-thresholded human handoff
Every decision carries a confidence score. Above the threshold, the workflow runs solo. Below it, the run pauses and routes to a named human with the full context attached — not a generic 'check the queue' alert.
Reasoning trail per run
Every workflow run has a per-step audit log — input, output, model version, tool calls, latency. Operators replay any run step-by-step; failed runs land in a tuning queue with the full state preserved.
Idempotent, retry-safe, rollback-aware
Every step is idempotent — a retry never double-charges, double-emails, or double-creates. Failed runs roll back cleanly. The reliability discipline that lets you leave workflows running without watching them.
Where workflows land
One engine, every operational seam.
Same reasoning engine, tuned per operation. Inbound triage, document processing, cross-system sync, approvals, alerting — composed from shared primitives instead of rebuilt from scratch each time.
Inbound triage
Form fills, support tickets, sales enquiries, and partner emails routed in seconds. Read the context, classify the intent, route to the right team or auto-resolve when the answer is in your KB.
Document processing
Invoices, contracts, KYC packs, expense receipts, and onboarding paperwork extracted to schema and pushed into your finance, CRM, or ops systems with no human keystroke between scan and post.
Cross-system sync
Salesforce ↔ HubSpot, NetSuite ↔ Stripe, warehouse ↔ marketing tools. Bidirectional sync that respects your source of truth, dedupes, and resolves conflicts with explainable logic per record.
Multi-step approval flows
Spend approvals, contract reviews, refund authorisations, hiring requisitions. Each step routed to the right approver with the right context; deadlines escalate; the full audit trail attached.
Real-time alerting + actions
Anomaly detection on revenue, conversion, fraud, churn signals — with the workflow not just notifying but taking the action. Pause a campaign. Throttle a flow. Open a ticket with the full diagnostic.
Periodic ops automation
End-of-day reconciliations, weekly board exports, monthly pipeline reports. Cron-triggered workflows that read warehouse + CRM data, generate the artefact, and deliver to Slack or email.
Model families we deploy
No single model handles every step. So we compose.
Branch reasoning, document classification, schema-faithful extraction, and confidence-thresholded handoff each run on their own model — composed into one workflow with version control at every step.
Claude Sonnet/Opus or GPT-5 making the call at every reasoning node — routing logic, tone selection, pricing-band judgement, escalation thresholds. Per-step prompt versioning with rollback.
Tags every inbound — invoice, ticket, contract, form — with intent class, document type, priority, and required tools. The thing that turns 'an email arrived' into 'a refund request needs handling.'
OCR + LLM extraction tuned to your schema — invoice line items, KYC fields, contract terms, form payloads. Validates against expected types and ranges before the workflow continues.
Per-step decision on whether the workflow runs solo or pauses for human approval. Trained on your historical handoff data; threshold tunable per workflow class, dollar value, and risk band.
Sources + actions wired into every run
Every system that produces or consumes work — integrated.
Read context, write actions, log reasoning. Idempotent, retry-safe, audit-logged — and reconciled against your record-of-truth hierarchy on every conflict.
Run-trail explainability
Every run carries its reasoning. For ops. For audit.
Every step, every input, every output, every model call — captured per run. Operators replay any run step-by-step; failed runs queue for review with the full state preserved.
- Per-step input + output captured
- Model + prompt version on every call
- Tool-call latency + retry counts
- Replayable from any checkpoint
Frameworks we align to
Why Axccelerate for workflow automation
Not a no-code recipe.
An automation system.
A no-code builder gives you a recipe. Our system gives you reasoning at branch points, idempotency, rollback, version control, and a per-step audit trail — the infrastructure a real ops team actually runs on.
Pricing
Priced to your workflows and your stack — not seat counts.
Workflow deployments are scoped — we cost against your operations, integrations, and review cadence before quoting.
Glossary
The vocabulary behind every workflow run.
A quick reference for the terms that show up in workflow specifications, run trails, and ops reviews — the language your engineering and operations teams will use during deployment.
- Workflow run
- One execution instance
A single end-to-end execution of a workflow, triggered by one event. Each run has its own ID, reasoning trail, and outcome — replayable, auditable, rollback-able.
- Trigger
- Workflow start signal
The event that fires a workflow — webhook, email, ticket, file drop, schedule, or upstream workflow completion. Triggers carry the original context into the run.
- Idempotent
- Safe to retry
An operation that produces the same result whether it runs once or ten times. Critical for workflow reliability — a retry must never double-charge, double-email, or double-create.
- Tool call
- Side-effect or data fetch
A workflow step that reads from or writes to an external system — CRM, ERP, calendar, payment processor. Every tool call is logged in the reasoning trail with input, output, and latency.
- Reasoning trail
- Per-run audit log
The full record of a workflow run — every step, every input, every output, every model call. Available for replay, debugging, and compliance review.
- Confidence threshold
- Solo-vs-handoff decision boundary
The score above which a workflow step runs autonomously, and below which it pauses for human approval. Tunable per workflow, per step, and per dollar value.
- Approval gate
- Mandatory human checkpoint
A step that always requires named human sign-off before the workflow continues — typically used on spend, contract, send-to-customer, or irreversible state changes above thresholds.
- Rollback checkpoint
- Known-good restoration point
A point in a workflow where state is captured so a failed downstream step can roll back cleanly. Avoids partial-execution states that leave data inconsistent across systems.
- Drift
- Behavioural deviation over time
When a workflow's outputs gradually shift away from the baseline distribution — usually caused by upstream data changes, model drift, or schema evolution. Drift monitoring catches this before customers do.
- Schema validation
- Type + range checks on extraction
Every extracted field is validated against expected types, ranges, and enums. Failed extractions queue for human review with the original document attached — they never silently propagate.
- Observability
- Per-step instrumentation
The metrics, traces, and logs that make a workflow inspectable while it runs. Without observability, a workflow that 'works in the demo' can't be operated as production infrastructure.
- Source of truth
- Authoritative system per data type
The system that owns each piece of data — CRM for deals, ERP for finance, warehouse for the analytical source. Workflows respect this hierarchy and reconcile on conflict, not overwrite blindly.
Find the manual workflow.
Ship the agent that runs it.
30-minute scoping with a senior engineer. You'll leave with a workflow map, integration plan, and realistic timeline — not a sales pitch.