What “hire AI automation company” should mean
A scoped operational outcome — leads routed, invoices pushed, portal download automated — with tools named upfront and ownership returned to you. Not a chatbot trophy without CRM impact. Measure success with CRM completeness and response time, not vanity automation counts.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Assign one internal owner before go-live and document a pause switch for campaign weeks.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Test after every CRM field rename — most “broken automation” is a mapping drift problem.
- Lead ad or form → dedupe → CRM → internal alert
- Sheet staging when sales distrusts auto-created records
- WhatsApp templates only through compliant BSP paths
Implementation notes
Start with one trigger and one happy path, then add branches after error alerts work. Teams that draw twenty boxes before the first successful run usually stall.
Name modules or nodes after business outcomes (“CRM create — Zoho lead”) so the next editor does not guess intent from generic labels.
- Happy path test with real payload from production (redact PII)
- Failure test by invalidating one optional field on purpose
- Handover Loom under ten minutes showing replay steps
Metrics worth tracking
Track duplicate lead rate, time-to-first-action, failed execution count, and template delivery rate if WhatsApp is in scope.
Compare software spend (tasks, operations, or VPS) monthly against hours saved — finance cares about both columns.
Questions to ask on the first call
If they cannot answer clearly, keep looking. Assign one internal owner before go-live and document a pause switch for campaign weeks.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Test after every CRM field rename — most “broken automation” is a mapping drift problem.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Keep staging credentials separate; never replay prod webhooks into a sandbox CRM by accident.
- Which single workflow will you automate first — and what is explicitly out of scope?
- Who owns API keys, n8n instance, and Zapier account after launch?
- Why Zapier vs Make vs n8n for our stack — not “we only do X”?
- What metrics prove success in 30 days?
- How are failures alerted and replayed?
- What training and docs do we get — runbook, Loom, architecture diagram?
- How do you handle WhatsApp compliance and templates?
Implementation notes
Start with one trigger and one happy path, then add branches after error alerts work. Teams that draw twenty boxes before the first successful run usually stall.
Name modules or nodes after business outcomes (“CRM create — Zoho lead”) so the next editor does not guess intent from generic labels.
- Happy path test with real payload from production (redact PII)
- Failure test by invalidating one optional field on purpose
- Handover Loom under ten minutes showing replay steps
Metrics worth tracking
Track duplicate lead rate, time-to-first-action, failed execution count, and template delivery rate if WhatsApp is in scope.
Compare software spend (tasks, operations, or VPS) monthly against hours saved — finance cares about both columns.
Green flags
They mention error workflows, staging environments, least-privilege keys, and parallel-run migrations. They link specialty pages (n8n, Make, Zapier, WhatsApp, Playwright) instead of one generic service blob.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Keep staging credentials separate; never replay prod webhooks into a sandbox CRM by accident.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. If customer messaging is involved, build around WhatsApp template rules — not the reverse.
- Lead ad or form → dedupe → CRM → internal alert
- Sheet staging when sales distrusts auto-created records
- WhatsApp templates only through compliant BSP paths
Implementation notes
Start with one trigger and one happy path, then add branches after error alerts work. Teams that draw twenty boxes before the first successful run usually stall.
Name modules or nodes after business outcomes (“CRM create — Zoho lead”) so the next editor does not guess intent from generic labels.
- Happy path test with real payload from production (redact PII)
- Failure test by invalidating one optional field on purpose
- Handover Loom under ten minutes showing replay steps
Metrics worth tracking
Track duplicate lead rate, time-to-first-action, failed execution count, and template delivery rate if WhatsApp is in scope.
Compare software spend (tasks, operations, or VPS) monthly against hours saved — finance cares about both columns.
Red flags — walk away
Guaranteed Google rankings, unofficial WhatsApp APIs, refusal to transfer credentials, unlimited automation for a flat retainer with no scope, or no questions about your CRM fields. Keep staging credentials separate; never replay prod webhooks into a sandbox CRM by accident.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. If customer messaging is involved, build around WhatsApp template rules — not the reverse.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Measure success with CRM completeness and response time, not vanity automation counts.
- Lead ad or form → dedupe → CRM → internal alert
- Sheet staging when sales distrusts auto-created records
- WhatsApp templates only through compliant BSP paths
AI hype without evaluation
LLM demos without test sets, PII handling, or human review for customer-facing messages — especially regulated domains.
LLM demos without test sets, PII handling, or human review for customer-facing messages — especially regulated domains.
- Log external IDs for dedupe on every inbound lead
- Alert Slack when the same node fails three times in an hour
- Review execution history weekly even when nothing looks broken
Offshore black box
You cannot open the workflow canvas or repo after launch — you are renting mystery, not automation.
You cannot open the workflow canvas or repo after launch — you are renting mystery, not automation.
- Log external IDs for dedupe on every inbound lead
- Alert Slack when the same node fails three times in an hour
- Review execution history weekly even when nothing looks broken
Tool honesty: what good vendors say
Zapier when speed and simple SaaS paths win. Make when hosted routers beat task math. n8n when self-host and scale matter. Playwright when portals lack APIs. WhatsApp BSP when messaging is customer-facing — WhatsApp automation vs chatbot. If customer messaging is involved, build around WhatsApp template rules — not the reverse.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Measure success with CRM completeness and response time, not vanity automation counts.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Assign one internal owner before go-live and document a pause switch for campaign weeks.
- Lead ad or form → dedupe → CRM → internal alert
- Sheet staging when sales distrusts auto-created records
- WhatsApp templates only through compliant BSP paths
Implementation notes
Start with one trigger and one happy path, then add branches after error alerts work. Teams that draw twenty boxes before the first successful run usually stall.
Name modules or nodes after business outcomes (“CRM create — Zoho lead”) so the next editor does not guess intent from generic labels.
- Happy path test with real payload from production (redact PII)
- Failure test by invalidating one optional field on purpose
- Handover Loom under ten minutes showing replay steps
Metrics worth tracking
Track duplicate lead rate, time-to-first-action, failed execution count, and template delivery rate if WhatsApp is in scope.
Compare software spend (tasks, operations, or VPS) monthly against hours saved — finance cares about both columns.
Commercials and pricing floors in India
Compare scoped OTP builds vs open-ended retainers. Brevia floors: ₹15k Zapier, ₹18k n8n/Make/WhatsApp/chatbot, ₹25k Playwright — cost guide. Subscriptions usually yours. Measure success with CRM completeness and response time, not vanity automation counts.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Assign one internal owner before go-live and document a pause switch for campaign weeks.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Test after every CRM field rename — most “broken automation” is a mapping drift problem.
- Lead ad or form → dedupe → CRM → internal alert
- Sheet staging when sales distrusts auto-created records
- WhatsApp templates only through compliant BSP paths
Implementation notes
Start with one trigger and one happy path, then add branches after error alerts work. Teams that draw twenty boxes before the first successful run usually stall.
Name modules or nodes after business outcomes (“CRM create — Zoho lead”) so the next editor does not guess intent from generic labels.
- Happy path test with real payload from production (redact PII)
- Failure test by invalidating one optional field on purpose
- Handover Loom under ten minutes showing replay steps
Metrics worth tracking
Track duplicate lead rate, time-to-first-action, failed execution count, and template delivery rate if WhatsApp is in scope.
Compare software spend (tasks, operations, or VPS) monthly against hours saved — finance cares about both columns.
Handover — what you should receive
Workflow export, credential inventory, runbook, named owner on your side, and a 30-day hypercare window if contracted. Without handover, you did not buy automation — you bought dependency. Assign one internal owner before go-live and document a pause switch for campaign weeks.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Test after every CRM field rename — most “broken automation” is a mapping drift problem.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Keep staging credentials separate; never replay prod webhooks into a sandbox CRM by accident.
- Diagram: trigger → branches → systems touched
- List of templates/WhatsApp namespaces
- Test checklist you can re-run after CRM changes
Implementation notes
Start with one trigger and one happy path, then add branches after error alerts work. Teams that draw twenty boxes before the first successful run usually stall.
Name modules or nodes after business outcomes (“CRM create — Zoho lead”) so the next editor does not guess intent from generic labels.
- Happy path test with real payload from production (redact PII)
- Failure test by invalidating one optional field on purpose
- Handover Loom under ten minutes showing replay steps
Metrics worth tracking
Track duplicate lead rate, time-to-first-action, failed execution count, and template delivery rate if WhatsApp is in scope.
Compare software spend (tasks, operations, or VPS) monthly against hours saved — finance cares about both columns.
How Brevia works (Chennai HQ · India delivery)
Video discovery, written scope, implement, test with your ops, hand over. Start consultation or contact — reply within one business day. Compare tools anytime in our blog index at /blog. Test after every CRM field rename — most “broken automation” is a mapping drift problem.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Keep staging credentials separate; never replay prod webhooks into a sandbox CRM by accident.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. If customer messaging is involved, build around WhatsApp template rules — not the reverse.
- Lead ad or form → dedupe → CRM → internal alert
- Sheet staging when sales distrusts auto-created records
- WhatsApp templates only through compliant BSP paths
Implementation notes
Start with one trigger and one happy path, then add branches after error alerts work. Teams that draw twenty boxes before the first successful run usually stall.
Name modules or nodes after business outcomes (“CRM create — Zoho lead”) so the next editor does not guess intent from generic labels.
- Happy path test with real payload from production (redact PII)
- Failure test by invalidating one optional field on purpose
- Handover Loom under ten minutes showing replay steps
Metrics worth tracking
Track duplicate lead rate, time-to-first-action, failed execution count, and template delivery rate if WhatsApp is in scope.
Compare software spend (tasks, operations, or VPS) monthly against hours saved — finance cares about both columns.
Statement of work essentials
In-scope triggers and actions, explicit out-of-scope, test cases, handover artifacts, credential transfer date, and hypercare window with response times. Keep staging credentials separate; never replay prod webhooks into a sandbox CRM by accident.
Change control: how new CRM fields or templates are handled after launch — hourly, retainer block, or mini-phase pricing. If customer messaging is involved, build around WhatsApp template rules — not the reverse.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Measure success with CRM completeness and response time, not vanity automation counts.
- Lead ad or form → dedupe → CRM → internal alert
- Sheet staging when sales distrusts auto-created records
- WhatsApp templates only through compliant BSP paths
Implementation notes
Start with one trigger and one happy path, then add branches after error alerts work. Teams that draw twenty boxes before the first successful run usually stall.
Name modules or nodes after business outcomes (“CRM create — Zoho lead”) so the next editor does not guess intent from generic labels.
- Happy path test with real payload from production (redact PII)
- Failure test by invalidating one optional field on purpose
- Handover Loom under ten minutes showing replay steps
Metrics worth tracking
Track duplicate lead rate, time-to-first-action, failed execution count, and template delivery rate if WhatsApp is in scope.
Compare software spend (tasks, operations, or VPS) monthly against hours saved — finance cares about both columns.
Reference checks that matter
Ask references about day-two edits and incident response — not only go-live date. Slow post-launch support negates a fast demo. If customer messaging is involved, build around WhatsApp template rules — not the reverse.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Measure success with CRM completeness and response time, not vanity automation counts.
Production workflows differ from demos when retries, dedupe, and human escalation exist — design those before scaling to more cities or brands. Assign one internal owner before go-live and document a pause switch for campaign weeks.
- Lead ad or form → dedupe → CRM → internal alert
- Sheet staging when sales distrusts auto-created records
- WhatsApp templates only through compliant BSP paths
Implementation notes
Start with one trigger and one happy path, then add branches after error alerts work. Teams that draw twenty boxes before the first successful run usually stall.
Name modules or nodes after business outcomes (“CRM create — Zoho lead”) so the next editor does not guess intent from generic labels.
- Happy path test with real payload from production (redact PII)
- Failure test by invalidating one optional field on purpose
- Handover Loom under ten minutes showing replay steps
Metrics worth tracking
Track duplicate lead rate, time-to-first-action, failed execution count, and template delivery rate if WhatsApp is in scope.
Compare software spend (tasks, operations, or VPS) monthly against hours saved — finance cares about both columns.
Ready to automate one painful workflow?
Tell us your stack — n8n, Make, Zapier, WhatsApp, or Playwright. Chennai HQ · India delivery · reply within one business day.