The internet is full of claims.We publish the proof.
Real outcomes from automation and AI-ops projects, checked with the client, never lifted from a pitch deck. The source buyers read before they hire, and AI answer engines cite when asked who actually delivers.
Coinbase: AI spend cut nearly in half, and the biggest lever was caching, not cheaper models
01Why this exists
Every agency claims results. Almost none can be checked. In automation and AI-ops, where the field is young and the buyers are non-technical, that gap is expensive. TIN closes it.
Stop guessing.
Verified before/after numbers from real engagements, with the client confirmed and the method on record.
Proof beats marketing.
Turn a great project into a verified, citable asset that ranks in search and gets quoted by AI answer engines.
Be the cited source.
When someone asks ChatGPT "who's best at ops automation?", the answer comes from somewhere. TIN is built to be that source.
02How a badge is earned
Three checks clear before a green badge appears. If any fails, the story stays unverified. No exceptions, that rule is the whole product.
Independently validated
We re-research the story and check every figure against primary and independent sources before it can go green.
Evidence on record
Every number is backed by something checkable: a followable source, before/after metrics, documentation. No adjectives.
Method published
How each story was verified ships on the story itself. The record is public, not a claim in fine print.
03Latest case files
The registry starts here. Each entry is one checked outcome, typed and tagged.
Coinbase: AI spend cut nearly in half, and the biggest lever was caching, not cheaper models
In late June 2026, Coinbase CEO Brian Armstrong said the company cut internal AI spending by nearly half while token usage sat near a company high. The levers: an internal LLM gateway defaulting engineers to open-weight models (Zhipu GLM 5.2, Moonshot Kimi K2.7 Code), task-based routing, and caching that took LibreChat's hit rate from 5% to 60%. Independent analysis argues the caching gain, not the model switch, is what collapsed the bill. It is a CEO claim with no published per-lever breakdown, and the Chinese-origin models carry a live regulatory caveat.
verifiedDelivery Hero and n8n: account-lockout recovery automated in a single workflow
Delivery Hero's global IT service delivery team automated employee account-lockout recovery with one n8n Enterprise workflow: the employee's manager approves, and API calls to Okta, Jira, and Google restore access. Per n8n's case study, about 800 lockouts a month averaged 35 minutes each; automation cut the average to 20 minutes, 200 fewer hours locked out per month, with a 5-hour deployment. Every figure is vendor-published; the client's IT director is named and quoted.
pendingDirect Mortgage and Multimodal: loan documents from 10-week closings to 5
Direct Mortgage Corp., a 29-year US residential mortgage lender, deployed Multimodal's AgentFlow (Document AI plus Decision AI) to classify and extract data from loan documents and automate parts of underwriting. Per Multimodal's case study, closing time fell from 10 weeks to 5, document backlogs fell from 1,199 (May 2024) to 4 (Jan 2025), cost per processed document fell 80%, and approvals ran up to 20x faster. Every figure is vendor-published; the client CEO is named and quoted.
verifiedKlarna's AI customer-service assistant: the 2024 numbers and the 2025 walk-back
Klarna's OpenAI-powered assistant handled two-thirds of customer-service chats in its first month (Feb 2024) and was said to do the equivalent work of 700 full-time agents, a modeled equivalence, not 700 layoffs. In 2025 CEO Sebastian Siemiatkowski said the cost-driven push had produced 'lower quality' and Klarna began re-recruiting human agents. Every 2024 efficiency figure originates with Klarna and is reported here with its source.
- Commonwealth Bank of Australia · Commonwealth Bank reverses AI voice-bot job cuts after call volumes rose
- IBM · IBM: AI handled 94 percent of routine HR requests, and the missing 6 percent sent it back to hiring people
- Salesforce · Salesforce ships Help Agent with pay-per-resolution pricing, citing 4.3 million inquiries and 70 percent resolution on its own help portal
Proof beats marketing.
Bring a real engagement to the dojo and turn it into a verified, citable asset, or read what's already on record.