Top agentic AI use cases for manufacturing in H2 2026

Datasheets and spec pages that AI answer engines quote correctly

The 2026 State of Marketing to Engineers report found that 69% of technical buyers use generative AI during purchasing, yet only 6% say the AI summary is usually enough. DRIS tracks how ChatGPT, Gemini, Perplexity and Google AI Mode describe your products for specification queries and fixes the pages and datasheets they draw on, so answers quote released values and send engineers to the source.

the workflow, in one room

1. ai teammatespeople
2. TriggerEvery week, run the agreed specification, selection and comparison prompts across ChatGPT, Gemini, Perplexity and Google AI Mode.
3. Record which brands and part numbers are named, which values are quoted and which pages, PDFs and distributor sites are cited.
4. Flag answers that quote a withdrawn datasheet revision, a wrong value or a competitor where you used to appear.
5. Draft fixes: specification tables in plain HTML, current datasheets at stable URLs, redirects from withdrawn PDFs and notes to distributors still hosting old files.
6. Approved by Digital marketing managerThe digital marketing manager approves each change against the released datasheet before it is published.
7. Publish, re-run the affected prompts and log whether the answers and citations changed.

Guardrail. Publish only values from the released datasheet revision, and never state conformity with a standard or a certification the product does not currently hold.

Green claims audit under the EU rules that apply from September 2026

The EU Empowering Consumers for the Green Transition Directive applies from 27 September 2026 and, in consumer-facing marketing, restricts generic claims such as “green” or “sustainable” and bans sustainability labels not based on a certification scheme or set by a public authority. The separate Green Claims Directive stalled after the Commission said in June 2025 it intended to withdraw it. FOLIO audits every environmental claim and the evidence behind it.

the workflow, in one room

1. ai teammatespeople
2. TriggerCrawl the website, datasheets, packaging copy, marketplace listings and distributor kits for environmental words, symbols and labels.
3. List every claim in a register with where it appears, the markets it reaches and whether it reaches consumers.
4. Match each claim to its evidence: a certified label, an environmental product declaration, test data or nothing.
5. Draft a specific replacement for each generic or unsupported claim, or mark it for removal.
6. Approved by Sustainability marketing lead and LegalThe sustainability marketing lead and legal approve every rewrite and removal before it is published.
7. Publish the changes, send updated kits to distributors and review the register each quarter.

Guardrail. In the EU, the Empowering Consumers Directive applies from 27 September 2026 to consumer-facing claims; in the US, the FTC’s Green Guides, last revised in 2012, still set the standard for environmental marketing claims.

Claim change notices to distributors under the CMA’s supply chain guidance

In January 2026 the UK CMA published guidance on green claims across the supply chain: manufacturers that originate a claim should hold the evidence and tell retailers and brands when something changes, such as a raw material. LIPI watches for product changes that affect a claim and drafts the notice to every distributor and retailer carrying it.

the workflow, in one room

1. ai teammatespeople
2. TriggerA change in materials, supplier, process or certification is logged in the PLM, the ERP or the claims register.
3. Check which environmental and performance claims the change affects, and whether the evidence still supports them.
4. Find every distributor, retailer and marketplace listing that carries the affected product and claim.
5. Draft the notice with the corrected wording, the evidence behind it and a date by which to update.
6. Approved by Product marketing managerThe product marketing manager approves the notice and corrected wording before it is sent to partners.
7. Send, track acknowledgements and check partner pages until the old claim is gone.

Guardrail. Under the CMA’s January 2026 guidance, any business that originates or repeats a green claim must make sure it is not misleading, and the CMA can now fine businesses without going to court.

BIS certification wording checked after India’s QCO withdrawals

In November 2025 India’s Department of Chemicals and Petrochemicals withdrew Quality Control Orders for polymers, polyester inputs and other materials, so manufacturers no longer need a BIS licence or the Standard Mark for those products. CREA checks where listings, datasheets and dealer kits state BIS certification or show the mark, and keeps each claim in line with the licence actually held.

the workflow, in one room

1. ai teammatespeople
2. TriggerA Quality Control Order is notified, amended or withdrawn, or a BIS licence is granted, renewed or lapses.
3. Check the licence register for which products and grades hold a current BIS licence or certificate.
4. Scan IndiaMART and Amazon Business listings, the website, datasheets and dealer kits for BIS statements and the Standard Mark.
5. Draft wording that states exactly which licence is held, and remove any suggestion that certification is mandatory where it no longer is.
6. Approved by Marketing manager and Quality managerThe marketing manager and quality manager approve every change to certification wording before it is published.
7. Publish, brief sales and distributors on what changed, and recheck when the next QCO notification appears.

Guardrail. Show the Standard Mark only under a valid BIS licence, and never describe a grade as BIS certified unless the licence covers that exact grade.

Export prospecting with restricted-party screening built in

Entering an export market means researching distributors and end users in new countries, and the screening rules moved in 2025: the US Affiliates Rule of September 2025 extended Entity List restrictions to companies at least 50% owned by listed parties, then was suspended for one year from 10 November 2025. NORA screens every prospect and its known owners before any outreach is drafted.

the workflow, in one room

1. ai teammatespeople
2. TriggerSales picks a target market and the product lines to offer there.
3. Research candidate distributors and end users from trade directories, import data, chambers of commerce and exhibitor lists.
4. Screen each company, its known owners and named contacts against the Consolidated Screening List, EU and UK sanctions lists and the firm’s own denied list, and record the result.
5. Flag possible matches, majority ownership by a listed party and red flags such as an unclear end use or a request to ship through a third country.
6. Approved by Export compliance officerThe export compliance officer clears the screened list and any classification question before outreach is drafted.
7. Draft introductions for cleared prospects, log screening results in the CRM and rescreen before any quote.

Guardrail. A Consolidated Screening List match calls for further due diligence before any transaction, and the Affiliates Rule is suspended rather than repealed, so ownership checks stay in the screening.

Embedded emissions answers for EU buyers under CBAM

Since 1 January 2026, EU importers of cement, iron and steel, aluminium, fertilisers, electricity and hydrogen must buy and surrender CBAM certificates for the embedded emissions of what they import, so they need emissions data from suppliers outside the EU. FOLIO builds an approved answer pack from verified plant data and drafts the response for each buyer.

the workflow, in one room

1. ai teammatespeople
2. TriggerAn EU buyer’s RFQ, supplier questionnaire or portal asks for embedded emissions data on CBAM goods.
3. Pull verified emissions data by installation and product from the sustainability team’s records.
4. Match each requested product to its data and flag any product with only estimated or missing values.
5. Draft the response and a short buyer guide explaining scope, method and verification status.
6. Approved by Sustainability leadThe sustainability lead approves every emissions figure and the buyer guide before anything is sent.
7. Send, store the approved answers in the library for reuse and log the request on the opportunity.

Guardrail. Send only verified emissions figures with their scope and method stated, and never present an estimate as verified data or call a product low carbon without the evidence behind it.

Answering buyer agents, procurement portals and structured RFQs

Forrester predicts that in 2026 at least one in five B2B sellers will face agent-led quote negotiations, and reports that 61% of purchase influencers said their organisation has or will use a private generative AI engine for purchasing. DEXA, our deal execution teammate, is coming soon. It will answer structured RFQs and supplier questionnaires from approved data and keep terms inside the bands sales leadership sets.

the workflow, in one room

1. ai teammatespeople
2. TriggerA structured RFQ, supplier questionnaire or quote request arrives through a procurement portal, email or a buyer’s agent.
3. Classify each line as technical, quality, commercial or legal, and pull answers from approved specifications, certificates and the price list.
4. Mark every question without an approved answer for its owner in engineering, quality or legal.
5. Prepare prices, lead times and any counteroffer inside the bands sales leadership has approved.
6. Approved by Sales operations managerThe sales operations manager approves the response, pricing and terms before submission.
7. Submit, save the final answers to the library and log the outcome on the opportunity.

Guardrail. Never state a certification, test result or lead time the current records do not support, and never agree prices or terms outside the approved bands.

A product selector chat that says it is AI and qualifies enquiries

From 2 August 2026, Article 50 of the EU AI Act requires that people are told when they are interacting with an AI system unless it is obvious. Convexa answers selection and compatibility questions on product pages from released datasheets, says in its first message that it is AI, and hands technical enquiries to an applications engineer with the conversation attached.

the workflow, in one room

1. ai teammatespeople
2. TriggerA visitor opens chat on a product, selector or distributor locator page.
3. Disclose in the first message that the assistant is AI, then answer only from released datasheets, application notes and the approved answer library.
4. Ask the qualifying questions sales has agreed: application, quantity, timeline and location.
5. Route end users to the right distributor, and offer qualified OEM enquiries a call with an applications engineer.
6. Approved by Head of salesThe head of sales approves the answer library, qualification rules and handoff criteria before any change goes live.
7. Book the call and write the transcript and qualification to the CRM.

Guardrail. Disclose AI at first contact under EU AI Act Article 50, and never let the assistant confirm a price, a lead time or suitability for a safety-critical application.

Source and consent records for Indian prospect data under the DPDP Rules

MeitY notified the Digital Personal Data Protection Rules on 13 November 2025, with consent manager provisions from 13 November 2026 and most notice and consent duties from 13 May 2027. CORA keeps one record of where each contact came from, whether an IndiaMART enquiry or a trade show scan, what they were told and what they agreed to, and keeps every tool in step.

the workflow, in one room

1. ai teammatespeople
2. TriggerEach night, pull contact sources from the CRM, IndiaMART enquiries, website forms, trade show scans and distributor referrals.
3. Reconcile them into one record per contact with source, notice shown, purpose and date.
4. Flag contacts used for a purpose they never agreed to, opt-outs not carried across tools and records held past the retention period.
5. Propose suppressions in the CRM, the email platform and sales sequences, and erasure of expired records.
6. Approved by Marketing operations managerThe marketing operations manager approves suppressions, erasures and any new notice wording before they are applied.
7. Apply the approved changes in every connected tool and log them for audit.

Guardrail. Treat the DPDP Rules dates of November 2026 and May 2027 as hard deadlines, and use contact data from marketplace enquiries only for the purpose the buyer contacted you about.

Frequently asked questions