Our RAG Consulting Service links your large language models to verified company knowledge, so every answer stays accurate, current, and traceable, with a prioritized roadmap your team can act on.
AI Readiness Assessment
Running
74
/ 100
Readiness index
6 workflows ranked by data-readiness × revenue impact.
+6 since last scan
Data readiness
72
ROI confidence
88
Risk coverage
64
Recommendation · 1.4s
Start with the claims-triage agent, est. 4.2× ROI in year one.
4.2×
Projected ROI · Year one
of agentic AI projects canceled by 2027, Gartner
01
Off-the-shelf models never see your contracts, tickets, or wikis. Yet about 80% of enterprise data is unstructured. That hidden knowledge is what your best answers depend on.
02
A confident reply means little when no one can show its source. Real trust ties retrieval to governed data and standards like NIST AI RMF and SOC 2. Skip that step, and legal teams stall the rollout.
03
Retrieval-Augmented Generation rewards deep, specialist skill. Today, 63% of employers name the skills gap as their top barrier. Strong engineers still burn months on chunking, embeddings, and evaluation.
04
Retraining a model on every data change drains cash fast. Meanwhile, inference for a GPT-3.5-level system fell about 280-fold in two years. Retrieval often matches that accuracy for far less.
05
Made-up answers carry real cost. More than a third of executives cite low confidence in results as a top gen AI risk. One bad reply to a client can erode years of trust.
06
A model that cannot point to a document leaves staff guessing. Decisions then rest on text no one can verify. No regulated business can defend that during review.
01
Map your highest-value questions to the right retrieval design first. You get a reference architecture: data sources, chunking, vector store choice, and hybrid search. We scope it to your accuracy, latency, and budget targets.
01 / IndustryHealthcare
Generative AI could save U.S. hospitals 60 to 120 billion dollars a year. Retrieval over guidelines and records helps clinicians find trusted answers fast.
02 / IndustryFinancial
AI focus on new revenue rose from 17% to 24% in a year among financial firms. Grounded retrieval keeps research quick and every answer defensible.
03 / IndustryLegal
Over two-thirds of organizations plan to raise generative AI spend in 2025. Retrieval across clauses and precedents finds exact language, with citations attached.
04 / IndustryEnterprise
Developers finish tasks up to twice as fast with generative AI. Retrieval over your docs and code answers support and engineering questions on the spot.
05 / IndustryRetail
More than half of consumers expect to shop with AI assistants by late 2025. Product-grounded retrieval drives accurate recommendations from your live catalog.
06 / IndustryTelecom
AI operations can cut telecom network opex by 15% to 30%. Retrieval over manuals and tickets speeds field fixes with verified steps.
01 / IndustryHealthcare
Generative AI could save U.S. hospitals 60 to 120 billion dollars a year. Retrieval over guidelines and records helps clinicians find trusted answers fast.
02 / IndustryFinancial
AI focus on new revenue rose from 17% to 24% in a year among financial firms. Grounded retrieval keeps research quick and every answer defensible.
03 / IndustryLegal
Over two-thirds of organizations plan to raise generative AI spend in 2025. Retrieval across clauses and precedents finds exact language, with citations attached.
04 / IndustryEnterprise
Developers finish tasks up to twice as fast with generative AI. Retrieval over your docs and code answers support and engineering questions on the spot.
05 / IndustryRetail
More than half of consumers expect to shop with AI assistants by late 2025. Product-grounded retrieval drives accurate recommendations from your live catalog.
06 / IndustryTelecom
AI operations can cut telecom network opex by 15% to 30%. Retrieval over manuals and tickets speeds field fixes with verified steps.
We connect you with retrieval specialists from our vetted partner network. Each one is matched to your stack and sector, and has shipped production systems like yours.
Partners on your project know your regulators, data types, and edge cases. That domain fluency turns a generic build into one that fits your business.
We advise free of any vendor tie. Our calls on models, databases, and tooling serve your goals alone. You keep full control and avoid lock-in.
We coordinate the whole engagement, from scope to delivery. One advisory team owns the outcome while specialist partners do the hands-on work.
Our practice centers on U.S. enterprises and their compliance realities. You work with people who know domestic data rules and what your auditors expect.
We scope each project in plain terms: clear milestones, costs, and success metrics agreed upfront. No surprise overruns, and no vague deliverables. CTA: See what a grounded retrieval strategy looks like for your data before you commit a dollar to build.
What does a RAG consulting service include for an enterprise?
What industries benefit most from RAG consulting services?
Any sector rich in trusted documents gains the most. Healthcare, financial services, legal, telecom, and enterprise software lead the way. These industries need accurate, source-backed answers under regulatory scrutiny. That is exactly where grounded retrieval and clear citations beat a generic model working from memory, with no proof to show.
Businesses see real AI returns by making fewer wrong decisions early. AutoArmy’s advisory process helps businesses make the right call before the budget is set.
30 minutes · no cost · no sales deck
"Three weeks from intake to a working agent in your stack."
From the AutoArmy advisory brief · 2026
30 minutes, no cost, no sales deck. Tell us a little about your goals and a preferred time, and a senior AI consultant will confirm.
