The demo worked. The launch didn't. Or the answers still don't make sense. We help you understand what went wrong—and do the engineering to put it right. Technical AI consulting and recovery from the Conso4s team.
Free initial assessment. A direct conversation with the team.
Rescues delivered by the Conso4s team.
The engineering experience behind RescueFoundry.
Missing backend. Security failures. Crashes.
Wrong references. Invented capabilities.
18 months in development. Failing near go-live.
AI can be the system that fails, or the tool that helped build it. We work on both.
When the output sounds confident but gets things wrong—or an agent can't complete a useful workflow.
When AI helped you build quickly, but the resulting product has gaps that stop you launching or operating it.
Three real stories from the people behind RescueFoundry. Clients are anonymised; the RAG story is work for a sister concern.
Client project · AI-built application
Sister concern · AI/RAG rescue
Client project · SaaS recovery
These are individual outcomes, not standard delivery times or promises for another project.
Start with the problem and the outcome. Agree the work before taking on the repair.
What was meant to happen? What is happening instead? What needs protecting while we investigate?
Scope the technical investigation. Establish causes, dependencies and what is worth retaining.
Agree the repair work and acceptance criteria. Address the failures that stand in the way of a working result.
Check the agreed outcome and give your team the context needed to operate what has changed.
The free initial assessment helps establish whether there is a sensible recovery path and how to investigate it.
Detailed code review, security testing and implementation are separate, scoped work. No source code is needed for the first conversation.
Every troubled project has its own history. Here is how we approach the common concerns.
An initial conversation about the project, the symptoms and the outcome you need. We give a high-level view of the recovery options and an appropriate next step. It is not a full code audit, security assessment or guaranteed diagnosis.
Both. We work on AI systems such as RAG, agents and integrations, and on applications assembled using AI coding tools. The failure and the recovery approach can be very different, so we establish which problem you have first.
A rewrite is a decision to justify, not a starting assumption. We assess what can be retained, what needs repair and where replacement may be necessary. The recommendation depends on the evidence and the result you need.
Yes. Recovery can be carried out alongside your developers or current delivery partner. We agree responsibilities, access and a practical handover as part of the scope.
Scope varies with the issues, access, system complexity and release requirements. We quote after understanding the work. The six-week, ten-week and approximately one-week stories on this site describe particular engagements, not a standard package or guarantee.
No. A short description of what has gone wrong is enough to start. Please do not send passwords, production data or source code through the enquiry form. Any necessary access can be agreed during scoping.
Separate retrieval failures, unsupported claims and missing product boundaries.
Read field note AI-built applicationsA practical review of the gap between generated scaffolding and a releasable product.
Read field note Recovery decisionsUse evidence, dependencies and operating cost to choose the next investment.
Read field note AI-built applicationsUnderstand vibe coding, recognise unfinished implementation and turn a fragile AI-built app into a scoped recovery project.
Read field note AI systemsIdentify unsupported answers, false product promises and citation failures. A practical guide to investigating hallucinations in business AI systems.
Read field noteA free initial assessment to understand the problem, discuss recovery options and agree a sensible next step.
