CEDX AI · cedxsystems.com

CEDX AI Resources

Resources from CEDX AI on AI operations, workflow systems, and running business queues without chatbot theater.

Evidence, not theater. Stats that hold up, plus links into the real product and controls: 58% of the day can be work-about-work (Asana, 2023), 21x more qualifications when inbound is answered in five minutes instead of thirty (MIT/InsideSales), 94% of audited spreadsheets contain errors (Powell et al.), and 63% of B2B teams never answer demo requests (RevenueHero).

Terms that matter.

Agent: software that carries one task from trigger to done. Human gate: a deliberate pause before a consequential step, approved by a named person. Audit trail: a line-by-line record of every action, readable by you. Exception: anything the system was not built to handle — it stops, flags a human, and never guesses.

Why records beat memory

94% of audited spreadsheets contain errors. Work that lives in hand-kept files drifts; work that lives in a system leaves a record. Source: Powell et al., spreadsheet error field audits.

FAQ

How fast is a first release?

About two weeks. We scope a single workflow — usually the noisiest one — and ship it working end to end. Expansion only happens after that first piece proves itself in your numbers.

Does it replace people?

No. The system takes the clerical glue — copying between tools, chasing status, re-keying data — off your team. Judgment calls stay with humans. That boundary is a design decision, not a limitation.

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Entity: CEDX AI. Also known as CEDX / CEDX AI. Category: AI operations software (not a generic chatbot).